diff --git a/benchmark_test/README.md b/benchmark_test/README.md new file mode 100644 index 0000000..4cc991d --- /dev/null +++ b/benchmark_test/README.md @@ -0,0 +1 @@ +##Enterprise Arena Benchmark Test files. diff --git a/enterprise-arena-multi-turn-queries.json b/enterprise-arena-multi-turn-queries.json new file mode 100644 index 0000000..0530698 --- /dev/null +++ b/enterprise-arena-multi-turn-queries.json @@ -0,0 +1,842 @@ +[ + { + "idx": 1, + "task": "Segment Salesforce leads by region and campaign", + "persona": "You are the Salesforce demand generation strategist turning ambiguous executive nudges into precise lead filters.", + "metadata": { + "required": "Pin down the created date window, campaign, region attribute, and the fields stakeholders expect back.", + "optional": "Include any nurture workspace or downstream dependency if it surfaces during the chat." + }, + "turns": [ + "Can you pull the leads from our new AI launch?", + "Focus on anything created between January 1 2024 and March 31 2024 for North America.", + "Make sure it is only the 'AI_Launch_Q1' campaign and return Account Name, Owner Name, and Email so I can sync it to the nurture planner." + ], + "query": "Campaign director Mina opens with \"Can you pull the leads from our new AI launch?\" When you ask what period and territory she says \"Focus on anything created between January 1 2024 and March 31 2024 for North America.\" A beat later she adds \"Make sure it is only the 'AI_Launch_Q1' campaign and return Account Name, Owner Name, and Email so I can sync it to the nurture planner.\"", + "answer": [ + "Campaign = AI_Launch_Q1", + "CreatedDate BETWEEN January 1 2024 AND March 31 2024", + "Territory__c = North America", + "Fields: Account.Name, Owner.Name, Email" + ] + }, + { + "idx": 2, + "task": "Prioritize ServiceNow bridge-ready incidents", + "persona": "You are the ServiceNow incident triage commander translating rolling bridge chatter into high-urgency filters.", + "metadata": { + "required": "Capture the priority, state, assignment group, and ordering that leadership clarifies over multiple turns.", + "optional": "Log any dependency feeds or dashboards once they surface." + }, + "turns": [ + "Need the latest outage incidents ASAP.", + "Make it Priority 1 items that are still In Progress.", + "Keep it to assignment group 'Network Engineering Escalations' and order by most recent update for the live bridge doc." + ], + "query": "Bridge lead Ravi pings \"Need the latest outage incidents ASAP.\" After you probe for severity he replies \"Priority 1 items that are still In Progress.\" When you ask who is handling them he finishes \"Keep it to assignment group 'Network Engineering Escalations' and order by most recent update for the live bridge doc.\"", + "answer": [ + "priority=1", + "state=In Progress", + "assignment_group=Network Engineering Escalations", + "ORDERBYDESC sys_updated_on" + ] + }, + { + "idx": 3, + "task": "Surface Salesforce opportunities ready for CFO prep", + "persona": "You are the Salesforce revenue desk partner who steers finance check-ins into actionable SOQL constraints.", + "metadata": { + "required": "Collect the opportunity stage, close date window, and forecast category the CFO clarifies across turns.", + "optional": "Capture any dependency sheets they cite." + }, + "turns": [ + "Show me the late-stage pipeline I should worry about.", + "Anything in 'Negotiation/Review' closing between April 1 2024 and April 30 2024.", + "Filter to ForecastCategory = Commit and note it's for the board prep workbook." + ], + "query": "Finance VP Caleb first asks \"Show me the late-stage pipeline I should worry about.\" When you press for details he says \"Anything in 'Negotiation/Review' closing between April 1 2024 and April 30 2024.\" On a final follow-up he adds \"Filter to ForecastCategory = Commit and note it's for the board prep workbook.\"", + "answer": [ + "StageName = Negotiation/Review", + "CloseDate BETWEEN April 1 2024 AND April 30 2024", + "ForecastCategory = Commit" + ] + }, + { + "idx": 4, + "task": "Queue ServiceNow change approvals for CAB", + "persona": "You are the ServiceNow change governance facilitator converting iterative CAB chatter into crisp change queries.", + "metadata": { + "required": "Capture change type, approval state, risk, and submission window after clarification.", + "optional": "Include any dependency exports referenced at the end." + }, + "turns": [ + "Need a list of change requests awaiting us.", + "Normal changes only with approval status Requested.", + "Limit to risk High submitted during the last 10 days and tag it for the CAB prep export." + ], + "query": "CAB chair Imani messages \"Need a list of change requests awaiting us.\" After you ask what kind she specifies \"Normal changes only, with approval status Requested.\" When you probe for timeframe and risk she replies \"Limit to risk High submitted during the last 10 days and tag it for the CAB prep export.\"", + "answer": [ + "change_type=Normal", + "approval=Requested", + "risk=High", + "sys_created_on = LAST 10 DAYS" + ] + }, + { + "idx": 5, + "task": "Organize Salesforce follow-up tasks for renewals", + "persona": "You are the Salesforce customer success workflow planner turning staggered CS notes into actionable task filters.", + "metadata": { + "required": "Gather the due date window, status, priority, and customer segment across turns.", + "optional": "Document any dashboard tie-ins if they emerge." + }, + "turns": [ + "I need the upcoming tasks on the renewal docket.", + "Show tasks due between July 8 2024 and July 12 2024 that are still 'Not Started'.", + "Keep Priority = High and only for Segment__c = Strategic so I can balance the renewal cockpit." + ], + "query": "Renewals lead Bailey starts with \"I need the upcoming tasks on the renewal docket.\" When you ask for boundaries she responds \"Show tasks due between July 8 2024 and July 12 2024 that still sit at 'Not Started'.\" After you check if everything counts she adds \"Keep Priority = High and only for Segment__c = Strategic so I can balance the renewal cockpit.\"", + "answer": [ + "ActivityDate BETWEEN July 8 2024 AND July 12 2024", + "Status = Not Started", + "Priority = High", + "Segment__c = Strategic" + ] + }, + { + "idx": 6, + "task": "Spot ServiceNow knowledge articles requiring refresh", + "persona": "You are the ServiceNow knowledge lifecycle owner translating editorial pings into targeted review lists.", + "metadata": { + "required": "Collect the knowledge base, workflow state, review flag, and aging rule clarified over turns.", + "optional": "Note any spreadsheet or dashboard the editor references." + }, + "turns": [ + "Which articles should we refresh?", + "Stay within the 'Customer Support Hub' knowledge base.", + "Pick the ones still Published with Review_Required = true that expire within 21 days; it's for the quarterly maintenance sheet." + ], + "query": "Editorial chief Priya messages \"Which articles should we refresh?\" After you ask which base she says \"Stay within the 'Customer Support Hub' knowledge base.\" You confirm status and timing and she adds \"Pick the ones still Published with Review_Required = true that expire within 21 days; it's for the quarterly maintenance sheet.\"", + "answer": [ + "kb_knowledge.kb_knowledge_base=Customer Support Hub", + "workflow_state=Published", + "Review_Required=true", + "expiration_date = NEXT 21 DAYS" + ] + }, + { + "idx": 7, + "task": "Target Salesforce contacts for partner enablement", + "persona": "You are the Salesforce partner operations steward distilling channel lead requests into precise contact segments.", + "metadata": { + "required": "Lock down the parent account tier, region, and returned fields that emerge during clarifying dialogue.", + "optional": "Capture any launch workspace callouts." + }, + "turns": [ + "Need the healthcare partners for the rollout.", + "Account tier must be 'Premier'.", + "Only where Account.Region__c = EMEA and give me Contact Full Name, Title, Mobile so I can seed the partner enablement plan." + ], + "query": "Channel manager Priyanka opens with \"Need the healthcare partners for the rollout.\" When you ask which tier she answers \"Tier__c should be 'Premier'.\" After you clarify geography and outputs she adds \"Only where Account.Region__c = EMEA and give me Contact Full Name, Title, Mobile so I can seed the partner enablement plan.\"", + "answer": [ + "Account.Tier__c = Premier", + "Account.Region__c = EMEA", + "Fields: Name, Title, MobilePhone" + ] + }, + { + "idx": 8, + "task": "Collect ServiceNow problem records for reliability review", + "persona": "You are the ServiceNow problem management analyst stitching scattered follow-ups into a refined query.", + "metadata": { + "required": "Capture the impact, state, and creation window finalized through the back-and-forth.", + "optional": "Record any dependency exports they cite." + }, + "turns": [ + "Pull the Known Errors we still owe updates on.", + "Impact must be High.", + "Anything created in the last 60 days, and yes confirm state is 'Known Error' for the reliability scorecard export." + ], + "query": "Reliability lead Matteo starts with \"Pull the Known Errors we still owe updates on.\" When you clarify severity he says \"Impact must be High.\" After you ask about timing he closes with \"Anything created in the last 60 days, and yes confirm state is 'Known Error' for the reliability scorecard export.\"", + "answer": [ + "impact=High", + "state=Known Error", + "sys_created_on = LAST 60 DAYS" + ] + }, + { + "idx": 9, + "task": "Queue Salesforce cases awaiting customer outreach", + "persona": "You are the Salesforce support operations planner translating staggered success notes into case filters.", + "metadata": { + "required": "Pin down the status, origin, priority, and return fields after the multi-turn clarification.", + "optional": "Include dashboards if the requester mentions them." + }, + "turns": [ + "Which cases are still waiting on customers?", + "Filter to Origin = 'Email'.", + "Only Priority = High, and return CaseNumber plus Owner.Email for the escalation dashboard refresh." + ], + "query": "Support director Noel first asks \"Which cases are still waiting on customers?\" When you press for channels he says \"Filter to Origin = 'Email'.\" As you confirm next steps he adds \"Only Priority = High, and return CaseNumber plus Owner.Email for the escalation dashboard refresh.\"", + "answer": [ + "Status = Waiting on Customer", + "Origin = Email", + "Priority = High", + "Fields: CaseNumber, Owner.Email" + ] + }, + { + "idx": 10, + "task": "Monitor ServiceNow CI outages for bridge sync", + "persona": "You are the ServiceNow configuration incident analyst weaving evolving bridge instructions into a solid query.", + "metadata": { + "required": "Document the configuration item, outage flag, state, and ordering that settle during the conversation.", + "optional": "Track any dependency notes like bridge summaries if they appear." + }, + "turns": [ + "Need an outage snapshot.", + "Focus on 'Payment-Gateway-Prod'.", + "Anything with outage = true, state In Progress, ordered by most recent update for the live incident bridge notes." + ], + "query": "CMDB steward Rohan pings \"Need an outage snapshot.\" You ask which CI and he says \"Focus on 'Payment-Gateway-Prod'.\" After you confirm state he clarifies \"Anything still In Progress with Outage = true.\" Before you close he adds \"Order by most recent update and reference the live incident bridge notes.\"", + "answer": [ + "cmdb_ci=Payment-Gateway-Prod", + "outage=true", + "state=In Progress", + "ORDERBYDESC sys_updated_on" + ] + }, + { + "idx": 11, + "task": "Highlight Salesforce assets nearing renewal", + "persona": "You are the Salesforce installed base analyst turning rolling renewal huddles into asset filters.", + "metadata": { + "required": "Gather the product family, renewal window, customer tier, and fields after clarification.", + "optional": "Record any cockpit dependencies if mentioned." + }, + "turns": [ + "Can you flag analytics renewals coming up?", + "ProductFamily must be 'Analytics Suite'.", + "Contract End Date within the next 45 days, only Customer_Tier__c = Enterprise, and return Asset Name plus ContractEndDate for the renewal cockpit." + ], + "query": "Renewal strategist Quinn says \"Can you flag analytics renewals coming up?\" When you clarify scope they reply \"ProductFamily must be 'Analytics Suite'.\" On a follow-up about timing they add \"Contract End Date within the next 45 days and only for Customer_Tier__c = Enterprise, returning Asset Name and ContractEndDate so I can prep the renewal cockpit.\"", + "answer": [ + "ProductFamily = Analytics Suite", + "ContractEndDate = NEXT 45 DAYS", + "Customer_Tier__c = Enterprise", + "Fields: Name, ContractEndDate" + ] + }, + { + "idx": 12, + "task": "Collect ServiceNow approvals stuck in awaiting state", + "persona": "You are the ServiceNow approvals desk owner translating duty manager nudges into queue filters.", + "metadata": { + "required": "Capture table, approval state, assignment, and time window refined across turns.", + "optional": "Include any dependency exports once surfaced." + }, + "turns": [ + "Find the approvals we still owe.", + "We're talking change approvals.", + "Approval state should be 'requested', assigned_to the 'Site Reliability CAB', and submitted in the past 14 days for the bridge workbook." + ], + "query": "Duty manager Elise first requests \"Find the approvals we still owe.\" When you ask which table she clarifies \"We're talking change approvals.\" After probing status and ownership she states \"Approval state should be 'requested', assigned_to the 'Site Reliability CAB', and submitted in the past 14 days for the bridge workbook.\"", + "answer": [ + "sys_class_name=change_request", + "approval=requested", + "assigned_to=Site Reliability CAB", + "sys_created_on = LAST 14 DAYS" + ] + }, + { + "idx": 13, + "task": "Prep Salesforce campaign retargeting list", + "persona": "You are the Salesforce lifecycle marketing specialist who turns iterative field notes into campaign member pulls.", + "metadata": { + "required": "Lock the campaign, member status, persona tag, and return fields clarified during the chat.", + "optional": "Include dependency spreadsheets if mentioned." + }, + "turns": [ + "I need members to re-engage.", + "Use 'FY25_Field_Tour'.", + "Member Status should be 'Attended', filter to Persona__c = Operations Leader, and return Contact Name plus Job Title for the recap workbook." + ], + "query": "Field marketer Nalini says \"I need members to re-engage.\" When you ask which campaign she answers \"Use 'FY25_Field_Tour'.\" After you clarify status and targeting she adds \"Member Status should be 'Attended', filter to Persona__c = Operations Leader, and return Contact Name plus Job Title for the recap workbook.\"", + "answer": [ + "Campaign = FY25_Field_Tour", + "MemberStatus = Attended", + "Persona__c = Operations Leader", + "Fields: Contact.Name, Contact.Title" + ] + }, + { + "idx": 14, + "task": "Reconcile ServiceNow catalog backlog", + "persona": "You are the ServiceNow fulfillment analyst shaping scattered provisioning updates into aging queues.", + "metadata": { + "required": "Firm up the catalog item, state, age threshold, and assignment group as conversation resolves.", + "optional": "Capture any onboarding report references." + }, + "turns": [ + "Need to see which VPN token requests are lingering.", + "Yes, catalog item 'Secure VPN Token'.", + "State 'Awaiting Fulfillment', older than 4 days, and only where assignment_group='Access Provisioning Squad' so I can update the onboarding readiness report." + ], + "query": "Fulfillment lead Arturo starts \"Need to see which VPN token requests are lingering.\" You confirm item and he says \"Yes, catalog item 'Secure VPN Token'.\" After probing status and aging he clarifies \"State should be 'Awaiting Fulfillment', older than 4 days, and only where assignment_group='Access Provisioning Squad' so I can update the onboarding readiness report.\"", + "answer": [ + "cat_item=Secure VPN Token", + "state=Awaiting Fulfillment", + "sys_created_on < NOW() - 4 days", + "assignment_group=Access Provisioning Squad" + ] + }, + { + "idx": 15, + "task": "Identify Salesforce quotes requiring executive approval", + "persona": "You are the Salesforce deal desk coordinator translating AE escalations into approval queues.", + "metadata": { + "required": "Capture quote status, total price threshold, owning region, and returned fields clarified in the conversation.", + "optional": "Log any tracker dependency mentioned." + }, + "turns": [ + "Which quotes do I still have to push through exec review?", + "Only where Status = 'Pending Approval'.", + "TotalPrice greater than 200000, Region__c = AMER, and return QuoteNumber plus Owner.Email for the executive approvals tracker." + ], + "query": "Sales director Farah opens \"Which quotes do I still have to push through exec review?\" When you ask about status she replies \"Only where Status = 'Pending Approval'.\" After clarifying thresholds she adds \"TotalPrice greater than 200000, Region__c = AMER, and return QuoteNumber plus Owner.Email for the executive approvals tracker.\"", + "answer": [ + "Status = Pending Approval", + "TotalPrice > 200000", + "Region__c = AMER", + "Fields: QuoteNumber, Owner.Email" + ] + }, + { + "idx": 16, + "task": "Escalate ServiceNow vendor incidents", + "persona": "You are the ServiceNow vendor liaison knitting supplier reviews into targeted incident queues.", + "metadata": { + "required": "Gather vendor name, state, priority, and pending-age rule resolved over the chat.", + "optional": "Include dashboard references if stated." + }, + "turns": [ + "Need to prep Telco escalations.", + "Vendor equals 'TelcoOne'.", + "State 'Awaiting Vendor', Priority = 2, older than 2 days, and flag it for the carrier review dashboard." + ], + "query": "Vendor manager Celine pings \"Need to prep Telco escalations.\" When you confirm vendor she nods \"Yes, vendor = 'TelcoOne'.\" After you ask about state and urgency she adds \"State 'Awaiting Vendor', Priority = 2, older than 2 days, and flag for the carrier review dashboard.\"", + "answer": [ + "vendor=TelcoOne", + "state=Awaiting Vendor", + "priority=2", + "sys_created_on < NOW() - 2 days" + ] + }, + { + "idx": 17, + "task": "Calibrate Salesforce pipeline for product specialists", + "persona": "You are the Salesforce pipeline analyst turning piecemeal product requests into precise opportunity filters.", + "metadata": { + "required": "Capture product family, stage, forecast type, and geo after back-and-forth.", + "optional": "Record any dependency cube mentions." + }, + "turns": [ + "Show me where the Atlas product sits.", + "Opportunities in Stage 'Proposal/Price Quote'.", + "ProductFamily__c must be 'Atlas Platform', ForecastCategory = Pipeline, and restrict to Region__c = APAC for the product punchlist cube." + ], + "query": "Product GM Sora asks \"Show me where the Atlas product sits.\" You probe for stage and she says \"Opportunities in Stage 'Proposal/Price Quote'.\" After you clarify forecasting signals she adds \"ProductFamily__c must be 'Atlas Platform', ForecastCategory = Pipeline, and restrict to Region__c = APAC for the product punchlist cube.\"", + "answer": [ + "StageName = Proposal/Price Quote", + "ProductFamily__c = Atlas Platform", + "ForecastCategory = Pipeline", + "Region__c = APAC" + ] + }, + { + "idx": 18, + "task": "Audit ServiceNow incidents reopened multiple times", + "persona": "You are the ServiceNow quality analyst translating support reliability notes into follow-up queries.", + "metadata": { + "required": "Capture the reopen count threshold, state, assignment group, and time window clarified in the conversation.", + "optional": "Note any scorecard ties if mentioned." + }, + "turns": [ + "Find incidents that keep bouncing back.", + "Reopen count greater than or equal to 2.", + "Only those still In Progress inside assignment_group='Customer Support North America' created in the past 30 days for the reliability variance report." + ], + "query": "Quality lead Harper says \"Find incidents that keep bouncing back.\" When you ask what metric she clarifies \"Reopen count greater than or equal to 2.\" After you check state and ownership she adds \"Only those still In Progress inside assignment_group='Customer Support North America' created in the past 30 days for the reliability variance report.\"", + "answer": [ + "reopen_count>=2", + "state=In Progress", + "assignment_group=Customer Support North America", + "sys_created_on = LAST 30 DAYS" + ] + }, + { + "idx": 19, + "task": "Build Salesforce outreach list while honoring compliance flags", + "persona": "You are the Salesforce compliance-aware marketer balancing growth asks with do-not-contact requirements.", + "metadata": { + "required": "Collect the lead status, marketing segment, compliance flags, and fields after iteration.", + "optional": "Include workspace references if surfaced." + }, + "turns": [ + "Need fresh leads for the nurture push.", + "Status should be 'Working - Contacted'.", + "Make sure Do_Not_Call = false, Email_Opt_Out = false, Segment__c = Mid-Market, and return FirstName, LastName, Email for the nurture compliance workspace." + ], + "query": "Growth marketer Lila begins \"Need fresh leads for the nurture push.\" When you clarify status she says \"Status should be 'Working - Contacted'.\" After you ask about compliance she adds \"Make sure Do_Not_Call = false and Email_Opt_Out = false, filter to Segment__c = Mid-Market, and return FirstName, LastName, Email for the nurture compliance workspace.\"", + "answer": [ + "Status = Working - Contacted", + "Do_Not_Call = false", + "Email_Opt_Out = false", + "Segment__c = Mid-Market", + "Fields: FirstName, LastName, Email" + ] + }, + { + "idx": 20, + "task": "Track ServiceNow catalog completions that need survey triggers", + "persona": "You are the ServiceNow service delivery analyst turning CSAT follow-up chats into fulfillment filters.", + "metadata": { + "required": "Firm up catalog item, closed state, completion window, and assignment group from the dialogue.", + "optional": "Capture any survey exports once they arise." + }, + "turns": [ + "Which laptop requests wrapped up this week?", + "Catalog item is 'Enterprise Laptop Build'.", + "State should be 'Closed Complete', fulfillment finished in the last 7 days, keep assignment_group='End User Services', and note it's for the CSAT trigger export." + ], + "query": "Customer experience lead Jonas asks \"Which laptop requests wrapped up this week?\" When you check the item he confirms \"Catalog item 'Enterprise Laptop Build'.\" After clarifying status and ownership he adds \"State should be 'Closed Complete', fulfillment finished in the last 7 days, assignment_group='End User Services', and reference the CSAT trigger export.\"", + "answer": [ + "cat_item=Enterprise Laptop Build", + "state=Closed Complete", + "closed_at = LAST 7 DAYS", + "assignment_group=End User Services" + ] + }, + { + "idx": 21, + "task": "Sync QuickBooks invoices to Salesforce opportunities", + "persona": "You are the revenue operations bridge aligning QuickBooks invoices with Salesforce opportunities for audit-ready reporting.", + "metadata": { + "required": "Capture the QuickBooks invoice identifier, customer, expected Salesforce stage, and linkage requirement clarified over the turns.", + "optional": "Note any owner or region routing cues that surface." + }, + "turns": [ + "We just logged an invoice in QuickBooks and I need it reflected in Salesforce.", + "It's invoice INV-2024-001 for Acme Corporation; mirror the amount in an opportunity closing this quarter.", + "Link the new opportunity back to the QuickBooks invoice ID and keep the owner on the North America Renewals queue." + ], + "query": "Finance partner Ren says \"We just logged an invoice in QuickBooks and I need it reflected in Salesforce.\" When you probe for details she clarifies \"It's invoice INV-2024-001 for Acme Corporation; mirror the amount in an opportunity closing this quarter.\" After you confirm ownership she adds \"Link the new opportunity back to the QuickBooks invoice ID and keep the owner on the North America Renewals queue.\"", + "answer": [ + "QuickBooks: Fetch invoice INV-2024-001 for Acme Corporation", + "Transform invoice totals into Salesforce opportunity fields with CloseDate set in the current quarter", + "Salesforce: Create opportunity owned by North America Renewals queue", + "Salesforce: Populate QuickBooks_Invoice__c with INV-2024-001 reference" + ] + }, + { + "idx": 22, + "task": "Mirror ServiceNow incident updates into Salesforce cases", + "persona": "You are the support unification steward ensuring ServiceNow bridge updates stay aligned with Salesforce customer communications.", + "metadata": { + "required": "Capture the ServiceNow incident number, update window, Salesforce case ID linkage, and fields to sync clarified through the conversation.", + "optional": "Note any notification preferences that surface." + }, + "turns": [ + "Keep Salesforce in sync with the live ServiceNow bridge.", + "Incident INC0046123 has new workaround notes added in the last 30 minutes.", + "Push those notes into Case 00001234, set the status to 'Awaiting Customer', and tag the Service Queue owner." + ], + "query": "Support orchestrator Mina requests \"Keep Salesforce in sync with the live ServiceNow bridge.\" When you ask for specifics she clarifies \"Incident INC0046123 has new workaround notes added in the last 30 minutes.\" On the final pass she adds \"Push those notes into Case 00001234, set the status to 'Awaiting Customer', and tag the Service Queue owner.\"", + "answer": [ + "ServiceNow: Pull latest updates for INC0046123 within last 30 minutes", + "Salesforce: Update Case 00001234 with workaround notes", + "Salesforce: Set Status='Awaiting Customer' and Owner='Service Queue'" + ] + }, + { + "idx": 23, + "task": "Escalate Salesforce severity into ServiceNow emergency change", + "persona": "You are the incident-change liaison translating Salesforce escalation records into ServiceNow emergency change workflows.", + "metadata": { + "required": "Capture the Salesforce escalation ID, severity, impacted product, ServiceNow change type, and scheduling expectations clarified across turns.", + "optional": "Record any rollback notes if they surface." + }, + "turns": [ + "Salesforce escalation just tripped a Sev-1 change need.", + "Escalation ESC-90045 references product 'Payments Edge' and flagged Severity = Critical.", + "Spin up a ServiceNow Emergency change with that context, assign CAB 'Payments Reliability', and schedule implementation within 90 minutes." + ], + "query": "Release captain Omar says \"Salesforce escalation just tripped a Sev-1 change need.\" When you ask for details he continues \"Escalation ESC-90045 references product 'Payments Edge' and flagged Severity = Critical.\" On the final instruction he adds \"Spin up a ServiceNow Emergency change with that context, assign CAB 'Payments Reliability', and schedule implementation within 90 minutes.\"", + "answer": [ + "Salesforce: Retrieve escalation ESC-90045 details including Severity and product", + "ServiceNow: Create Emergency change for Payments Edge with Severity=Critical", + "Assign CAB='Payments Reliability' and planned_start within 90 minutes" + ] + }, + { + "idx": 24, + "task": "Push ServiceNow outage summary into Salesforce account notes", + "persona": "You are the enterprise incident communicator keeping Salesforce account teams aligned with ServiceNow outage bridges.", + "metadata": { + "required": "Capture the ServiceNow incident context, impacted customer account, Salesforce field update, and note linkage expressed during the conversation.", + "optional": "Include any timeline references that arise." + }, + "turns": [ + "Account execs need to know about the outage.", + "ServiceNow incident INC0045802 affects customer 'BluePeak Logistics'.", + "Add a note to Salesforce Account BluePeak Logistics summarizing the outage and set Service_Health__c = 'Degraded'." + ], + "query": "Customer liaison Avery states \"Account execs need to know about the outage.\" When you clarify scope she replies \"ServiceNow incident INC0045802 affects customer 'BluePeak Logistics'.\" On the final request she adds \"Add a note to Salesforce Account BluePeak Logistics summarizing the outage and set Service_Health__c = 'Degraded'.\"", + "answer": [ + "ServiceNow: Retrieve incident INC0045802 summary and impact", + "Salesforce: Update Account BluePeak Logistics Service_Health__c='Degraded'", + "Salesforce: Append account note with outage summary" + ] + }, + { + "idx": 25, + "task": "Reconcile QuickBooks payment status against Salesforce opportunities", + "persona": "You are the billing alignment analyst ensuring QuickBooks payment logs stay tied to Salesforce revenue forecasts.", + "metadata": { + "required": "Capture the QuickBooks payment batch, opportunity stage requirements, owner routing, and fields to update clarified over turns.", + "optional": "Note any variance thresholds if mentioned." + }, + "turns": [ + "Need to reconcile yesterday's QuickBooks payments with Salesforce.", + "Use QuickBooks payments posted on June 30 2024 for the 'Enterprise Expansion' segment.", + "For each matched opportunity, set Stage to 'Closed Won', update Amount_Paid__c, and note the QuickBooks payment ID." + ], + "query": "Revenue controller Jae says \"Need to reconcile yesterday's QuickBooks payments with Salesforce.\" When you clarify scope he replies \"Use QuickBooks payments posted on June 30 2024 for the 'Enterprise Expansion' segment.\" On the final request he adds \"For each matched opportunity, set Stage to 'Closed Won', update Amount_Paid__c, and note the QuickBooks payment ID.\"", + "answer": [ + "QuickBooks: Retrieve payments dated June 30 2024 for Enterprise Expansion customers", + "Match payments to Salesforce opportunities by customer", + "Salesforce: Set Stage='Closed Won', update Amount_Paid__c, and store QuickBooks Payment ID" + ] + }, + { + "idx": 26, + "task": "Generate Salesforce follow-up tasks from QuickBooks reminders", + "persona": "You are the revenue assurance planner turning QuickBooks reminder queues into Salesforce follow-up tasks.", + "metadata": { + "required": "Capture the QuickBooks reminder list, due window, Salesforce queue, and fields to populate clarified through the conversation.", + "optional": "Include any prioritization cues if mentioned." + }, + "turns": [ + "Convert QuickBooks reminders into Salesforce tasks.", + "Look at reminders scheduled between July 1 2024 and July 3 2024 for overdue retainers.", + "Create Salesforce tasks for the Finance Follow-up queue, DueDate next business day, and copy the QuickBooks reminder note into Comments." + ], + "query": "Billing coordinator Lior asks \"Convert QuickBooks reminders into Salesforce tasks.\" When you narrow it down she says \"Look at reminders scheduled between July 1 2024 and July 3 2024 for overdue retainers.\" On the final instruction she adds \"Create Salesforce tasks for the Finance Follow-up queue, DueDate next business day, and copy the QuickBooks reminder note into Comments.\"", + "answer": [ + "QuickBooks: Retrieve reminders between July 1 2024 and July 3 2024 tagged overdue retainers", + "Salesforce: Create tasks assigned to Finance Follow-up queue with next business day due date", + "Salesforce: Populate Comments with QuickBooks reminder note" + ] + }, + { + "idx": 27, + "task": "Align QuickBooks revenue schedules with Salesforce assets", + "persona": "You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.", + "metadata": { + "required": "Capture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.", + "optional": "Note any proration rules if they surface." + }, + "turns": [ + "Need QuickBooks revenue schedules reflected on Salesforce assets.", + "Focus on schedules starting August 2024 for Tier 1 customers in QuickBooks.", + "Update Salesforce Asset records with the schedule start/end dates and store the QuickBooks schedule ID." + ], + "query": "Subscription manager Pilar notes \"Need QuickBooks revenue schedules reflected on Salesforce assets.\" When you clarify scope she says \"Focus on schedules starting August 2024 for Tier 1 customers in QuickBooks.\" On the final turn she adds \"Update Salesforce Asset records with the schedule start/end dates and store the QuickBooks schedule ID.\"", + "answer": [ + "QuickBooks: Fetch revenue schedules starting August 2024 for Tier 1 customers", + "Map schedule term dates to Salesforce asset fields", + "Salesforce: Update Asset records with QuickBooks Schedule ID" + ] + }, + { + "idx": 28, + "task": "Push Salesforce renewal risk notes into ServiceNow problem records", + "persona": "You are the customer reliability conduit making sure Salesforce renewal risks feed into ServiceNow problem management.", + "metadata": { + "required": "Capture the Salesforce account list, renewal risk flag, ServiceNow table, and note requirements clarified over turns.", + "optional": "Record any assignment cues if they surface." + }, + "turns": [ + "ServiceNow problem team needs renewal risk context from Salesforce.", + "Look at Salesforce accounts with Renewal_Risk__c = 'High' closing in Q3.", + "For each, append the risk summary to ServiceNow problem PRB0012456 and tag the Customer Stability group." + ], + "query": "CS operations lead Rowan says \"ServiceNow problem team needs renewal risk context from Salesforce.\" When you clarify scope they respond \"Look at Salesforce accounts with Renewal_Risk__c = 'High' closing in Q3.\" On the final instruction they add \"For each, append the risk summary to ServiceNow problem PRB0012456 and tag the Customer Stability group.\"", + "answer": [ + "Salesforce: Query accounts with Renewal_Risk__c='High' and CloseDate in Q3", + "Compile renewal risk notes", + "ServiceNow: Update problem PRB0012456 with appended notes and assignment to Customer Stability" + ] + }, + { + "idx": 29, + "task": "Route ServiceNow change backlog impacting Salesforce integrations", + "persona": "You are the release readiness coordinator linking ServiceNow change queues to Salesforce integration priorities.", + "metadata": { + "required": "Capture ServiceNow change type, window, impacted application, assignment group, and ordering clarified across the turns.", + "optional": "Include any tagging guidance if provided." + }, + "turns": [ + "Need the change backlog that touches Salesforce integrations.", + "Limit to ServiceNow change requests type 'Normal' planned between August 1 2024 and August 7 2024 with Application='Salesforce Core'.", + "Keep state='Assess', assignment_group='Integration Engineering', and order by planned start." + ], + "query": "Release chair Arnav says \"Need the change backlog that touches Salesforce integrations.\" When you clarify scope he answers \"Limit to ServiceNow change requests type 'Normal' planned between August 1 2024 and August 7 2024 with Application='Salesforce Core'.\" On the final detail he adds \"Keep state='Assess', assignment_group='Integration Engineering', and order by planned start.\"", + "answer": [ + "type=Normal", + "Application=Salesforce Core", + "planned_start BETWEEN August 1 2024 AND August 7 2024", + "state=Assess", + "assignment_group=Integration Engineering", + "ORDERBY planned_start" + ] + }, + { + "idx": 30, + "task": "Validate Salesforce pipeline readiness against ServiceNow deployment windows", + "persona": "You are the go-live coordination analyst aligning Salesforce pipeline milestones with ServiceNow deployment slots.", + "metadata": { + "required": "Capture the Salesforce stages, close date window, ServiceNow deployment window, and comparison output clarified over turns.", + "optional": "Note any follow-up exports if mentioned." + }, + "turns": [ + "Need to match Salesforce pipeline to ServiceNow deployment availability.", + "Look at opportunities in Stage 'Negotiation/Review' closing between September 1 and September 30 2024.", + "Compare to ServiceNow deployment calendar window for 'SFDC Release Train' in September and highlight conflicts." + ], + "query": "Program manager Lina asks \"Need to match Salesforce pipeline to ServiceNow deployment availability.\" When you clarify she replies \"Look at opportunities in Stage 'Negotiation/Review' closing between September 1 and September 30 2024.\" On the last turn she adds \"Compare to ServiceNow deployment calendar window for 'SFDC Release Train' in September and highlight conflicts.\"", + "answer": [ + "Salesforce: Query opportunities Stage='Negotiation/Review' with CloseDate in September 2024", + "ServiceNow: Retrieve deployment calendar entries for SFDC Release Train in September", + "Produce list of opportunities overlapping deployment blackouts" + ] + }, + { + "idx": 31, + "task": "Correlate ServiceNow asset compliance with Salesforce contract tier", + "persona": "You are the asset compliance steward tying ServiceNow hardware tracking to Salesforce contract obligations.", + "metadata": { + "required": "Capture the ServiceNow asset filters, required certification status, Salesforce account tier, and reporting fields clarified over the turns.", + "optional": "Note any escalation targets if mentioned." + }, + "turns": [ + "Need to know which customer hardware needs certification before contract renewal.", + "Filter ServiceNow assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'.", + "Join to Salesforce accounts with Customer_Tier__c = 'Enterprise' and return Asset SerialNumber plus Account Owner." + ], + "query": "Compliance lead Greta opens with \"Need to know which customer hardware needs certification before contract renewal.\" When you narrow the scope she says \"Filter ServiceNow assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'.\" On the final ask she adds \"Join to Salesforce accounts with Customer_Tier__c = 'Enterprise' and return Asset SerialNumber plus Account Owner.\"", + "answer": [ + "ServiceNow: Query assets model='Secure Laptop Pro', location='Berlin Data Hub', Certification_Status__c='Expired'", + "Salesforce: Match assets to Enterprise-tier accounts", + "Return list with Asset SerialNumber and Account Owner" + ] + }, + { + "idx": 32, + "task": "Roll Salesforce executive briefing notes into ServiceNow knowledge", + "persona": "You are the cross-platform documentation lead ensuring Salesforce briefing insights feed ServiceNow knowledge bases.", + "metadata": { + "required": "Capture the Salesforce event campaign, note fields, target ServiceNow knowledge base, and publishing state clarified over the turns.", + "optional": "Record any review assignments if mentioned." + }, + "turns": [ + "Need executive briefing notes in ServiceNow knowledge.", + "Use Salesforce campaign 'FY24 Executive Summit' and grab the Briefing_Notes__c field from attendees flagged VIP.", + "Publish articles in ServiceNow knowledge base 'Executive Briefings' with workflow_state='Draft' and assign to the Corporate Comms group." + ], + "query": "Field marketer Jonah requests \"Need executive briefing notes in ServiceNow knowledge.\" When you clarify he answers \"Use Salesforce campaign 'FY24 Executive Summit' and grab the Briefing_Notes__c field from attendees flagged VIP.\" On the last detail he adds \"Publish articles in ServiceNow knowledge base 'Executive Briefings' with workflow_state='Draft' and assign to the Corporate Comms group.\"", + "answer": [ + "Salesforce: Extract VIP attendee Briefing_Notes__c from campaign FY24 Executive Summit", + "ServiceNow: Create knowledge articles in Executive Briefings base", + "Set workflow_state='Draft' and assign to Corporate Comms" + ] + }, + { + "idx": 33, + "task": "Highlight ServiceNow incidents impacting Salesforce billing records", + "persona": "You are the vendor liaison translating ServiceNow incident queues into Salesforce billing safeguards.", + "metadata": { + "required": "Capture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and return fields clarified across turns.", + "optional": "Note any escalation owners if mentioned." + }, + "turns": [ + "Need incidents blocking Salesforce billing updates.", + "Focus on ServiceNow incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor'.", + "Return Incident Number, Vendor_Case_Reference__c, and the linked Salesforce Billing_Id__c so finance can escalate." + ], + "query": "Vendor manager Cassie starts with \"Need incidents blocking Salesforce billing updates.\" When you drill deeper she replies \"Focus on ServiceNow incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor'.\" On the final clarification she adds \"Return Incident Number, Vendor_Case_Reference__c, and the linked Salesforce Billing_Id__c so finance can escalate.\"", + "answer": [ + "vendor=CloudLink", + "priority=2", + "state=Awaiting Vendor", + "Fields: Number, Vendor_Case_Reference__c, Salesforce_Billing_Id__c" + ] + }, + { + "idx": 34, + "task": "Coordinate Salesforce onboarding tasks with ServiceNow provisioning", + "persona": "You are the onboarding workflow planner aligning Salesforce implementation tasks with ServiceNow catalog fulfillment.", + "metadata": { + "required": "Capture the Salesforce task filters, ServiceNow catalog item dependencies, status expectations, and return fields clarified during the dialogue.", + "optional": "Note any follow-up dashboards if mentioned." + }, + "turns": [ + "Need onboarding tasks tied to provisioning requests.", + "Filter Salesforce tasks created between August 5 2024 and August 9 2024 tagged with Provisioning_Request__c.", + "Only include ones linked to ServiceNow catalog item 'Secure VPN Token', status 'Not Started', and return Task Owner, DueDate, plus ServiceNow Request ID." + ], + "query": "Implementation lead Priyanka asks \"Need onboarding tasks tied to provisioning requests.\" When you narrow it down she says \"Filter Salesforce tasks created between August 5 2024 and August 9 2024 tagged with Provisioning_Request__c.\" On the final instruction she adds \"Only include ones linked to ServiceNow catalog item 'Secure VPN Token', status 'Not Started', and return Task Owner, DueDate, plus ServiceNow Request ID.\"", + "answer": [ + "CreatedDate BETWEEN August 5 2024 AND August 9 2024", + "Provisioning_Request__c NOT NULL", + "Linked ServiceNow catalog item = Secure VPN Token", + "Status = Not Started", + "Fields: Owner.Name, ActivityDate, ServiceNow_Request_ID__c" + ] + }, + { + "idx": 35, + "task": "Audit ServiceNow knowledge for Salesforce release readiness", + "persona": "You are the knowledge lifecycle owner ensuring ServiceNow documentation covers Salesforce release changes.", + "metadata": { + "required": "Capture ServiceNow knowledge base filter, workflow state, Salesforce release tag, and review window clarified across turns.", + "optional": "Include any export flags if provided." + }, + "turns": [ + "Which knowledge articles are missing the latest Salesforce release notes?", + "Stay within the 'Salesforce Enablement' knowledge base with workflow_state='Published'.", + "Find articles where Release_Tag__c != 'Summer24', last updated over 60 days ago, and queue them for review." + ], + "query": "Enablement partner Shawn asks \"Which knowledge articles are missing the latest Salesforce release notes?\" When you clarify which base he answers \"Stay within the 'Salesforce Enablement' knowledge base with workflow_state='Published'.\" On the final instruction he adds \"Find articles where Release_Tag__c != 'Summer24', last updated over 60 days ago, and queue them for review.\"", + "answer": [ + "kb_knowledge_base=Salesforce Enablement", + "workflow_state=Published", + "Release_Tag__c != Summer24", + "sys_updated_on < TODAY - 60 DAYS" + ] + }, + { + "idx": 36, + "task": "Identify Salesforce cases pending ServiceNow engineering work", + "persona": "You are the escalation planner unifying Salesforce case queues with ServiceNow engineering tasks.", + "metadata": { + "required": "Capture the Salesforce case filters, ServiceNow task linkage, escalation status, and return fields clarified in the conversation.", + "optional": "Note any dashboard references if mentioned." + }, + "turns": [ + "Which Salesforce cases are still waiting on ServiceNow engineering tasks?", + "Origin should be 'Phone', Product__c = 'Edge Gateway', and ServiceNow_Task_Link__c populated.", + "Keep Status = 'Escalated', Priority = 'Critical', and return CaseNumber, ServiceNow_Task_Link__c, and Owner.Team__c." + ], + "query": "Support director Nia asks \"Which Salesforce cases are still waiting on ServiceNow engineering tasks?\" When you narrow the criteria she says \"Origin should be 'Phone', Product__c = 'Edge Gateway', and ServiceNow_Task_Link__c populated.\" On the final detail she adds \"Keep Status = 'Escalated', Priority = 'Critical', and return CaseNumber, ServiceNow_Task_Link__c, and Owner.Team__c.\"", + "answer": [ + "Origin = Phone", + "Product__c = Edge Gateway", + "ServiceNow_Task_Link__c NOT NULL", + "Status = Escalated", + "Priority = Critical", + "Fields: CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c" + ] + }, + { + "idx": 37, + "task": "Flag ServiceNow vulnerabilities tied to Salesforce customer data", + "persona": "You are the security operations coordinator ensuring ServiceNow vulnerability review stays aligned with Salesforce customer exposure.", + "metadata": { + "required": "Capture ServiceNow vulnerability filters, Salesforce data classification, due window, and assignment group clarified through the turns.", + "optional": "Note any export requirements if they appear." + }, + "turns": [ + "Need vulnerability requests that impact Salesforce customer data.", + "Look at sn_vul_request records with Risk Score 80 or above where Data_Domain__c = 'Salesforce Customer'.", + "State should be 'Pending Review', Due Date within the next 5 days, assignment_group 'Security CAB', and include the linked Salesforce Account." + ], + "query": "Security lead Omar says \"Need vulnerability requests that impact Salesforce customer data.\" When you clarify scope he replies \"Look at sn_vul_request records with Risk Score 80 or above where Data_Domain__c = 'Salesforce Customer'.\" On the final instruction he adds \"State should be 'Pending Review', Due Date within the next 5 days, assignment_group 'Security CAB', and include the linked Salesforce Account.\"", + "answer": [ + "table=sn_vul_request", + "risk_score >= 80", + "Data_Domain__c = Salesforce Customer", + "state=Pending Review", + "due_date WITHIN NEXT 5 DAYS", + "assignment_group=Security CAB", + "Fields: Number, Salesforce_Account__c" + ] + }, + { + "idx": 38, + "task": "Spot Salesforce expansions waiting on ServiceNow deployment approvals", + "persona": "You are the finance liaison ensuring Salesforce expansion deals account for pending ServiceNow deployments.", + "metadata": { + "required": "Capture Salesforce opportunity filters, ServiceNow approval linkage, amount threshold, and return fields clarified across the turns.", + "optional": "Record any tracker references if mentioned." + }, + "turns": [ + "Need expansion deals that still wait on ServiceNow deployment approvals.", + "Opportunities should be Type 'Expansion' in Stage 'Proposal/Price Quote' closing between October 1 2024 and October 15 2024.", + "Filter to Amount greater than 500000 where ServiceNow_Deployment_Approval__c = 'Pending' and return Opportunity Name, Owner, Amount, and ServiceNow Change ID." + ], + "query": "Finance partner Jacob opens with \"Need expansion deals that still wait on ServiceNow deployment approvals.\" When you clarify he says \"Opportunities should be Type 'Expansion' in Stage 'Proposal/Price Quote' closing between October 1 2024 and October 15 2024.\" On the final detail he adds \"Filter to Amount greater than 500000 where ServiceNow_Deployment_Approval__c = 'Pending' and return Opportunity Name, Owner, Amount, and ServiceNow Change ID.\"", + "answer": [ + "Type = Expansion", + "StageName = Proposal/Price Quote", + "CloseDate BETWEEN October 1 2024 AND October 15 2024", + "Amount > 500000", + "ServiceNow_Deployment_Approval__c = Pending", + "Fields: Opportunity Name, Owner, Amount, ServiceNow_Change_ID__c" + ] + }, + { + "idx": 39, + "task": "Identify ServiceNow change tasks blocking Salesforce release", + "persona": "You are the change execution shepherd connecting ServiceNow change tasks to Salesforce release-readiness.", + "metadata": { + "required": "Capture the ServiceNow change ID, task type, state, Salesforce release reference, and due window clarified across turns.", + "optional": "Note any tagging instructions if they surface." + }, + "turns": [ + "Which change tasks are blocking the Salesforce release?", + "Focus on ServiceNow change CHG0054321 tied to Salesforce Release 'Atlas Summer24'.", + "Task_Type should be 'Testing', State 'Work in Progress', Assigned_to 'QA Guild', Due Date within 3 days, and return Salesforce Release ID." + ], + "query": "Release manager Victor asks \"Which change tasks are blocking the Salesforce release?\" When you specify the change he says \"Focus on ServiceNow change CHG0054321 tied to Salesforce Release 'Atlas Summer24'.\" On the final detail he adds \"Task_Type should be 'Testing', State 'Work in Progress', Assigned_to 'QA Guild', Due Date within 3 days, and return Salesforce Release ID.\"", + "answer": [ + "parent_change=CHG0054321", + "Salesforce_Release='Atlas Summer24'", + "Task_Type=Testing", + "state=Work in Progress", + "assigned_to=QA Guild", + "due_date WITHIN NEXT 3 DAYS", + "Fields: Task Number, Salesforce_Release_ID__c" + ] + }, + { + "idx": 40, + "task": "Align QuickBooks delinquent accounts with ServiceNow support queues", + "persona": "You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.", + "metadata": { + "required": "Capture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.", + "optional": "Note any escalation triggers if they surface." + }, + "turns": [ + "Need delinquent QuickBooks accounts surfaced to ServiceNow support.", + "Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.", + "Create ServiceNow incidents assigned to 'Customer Care Finance', include balance amount, and flag follow-up within 48 hours." + ], + "query": "Billing director Mira says \"Need delinquent QuickBooks accounts surfaced to ServiceNow support.\" When you narrow it down she explains \"Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.\" On the final clarification she adds \"Create ServiceNow incidents assigned to 'Customer Care Finance', include balance amount, and flag follow-up within 48 hours.\"", + "answer": [ + "QuickBooks: Retrieve customers overdue > 30 days with status Delinquent", + "ServiceNow: Create incidents assigned to Customer Care Finance", + "Populate balance amount and set follow-up due within 48 hours" + ] + } +] diff --git a/enterprise_arena_multi_turn_results_40.json b/enterprise_arena_multi_turn_results_40.json new file mode 100644 index 0000000..d95c1b3 --- /dev/null +++ b/enterprise_arena_multi_turn_results_40.json @@ -0,0 +1,4331 @@ +[ + { + "timestamp": "2025-11-08T08:10:58.570308+00:00", + "idx": 1, + "task": "Segment Salesforce leads by region and campaign", + "prompt": "You are the Salesforce demand generation strategist turning ambiguous executive nudges into precise lead filters.\n\nPin down the created date window, campaign, region attribute, and the fields stakeholders expect back.\n\nInclude any nurture workspace or downstream dependency if it surfaces during the chat.\n\nConversation so far:\nUser: Can you pull the leads from our new AI launch?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve leads associated with the campaign 'New AI Launch'. Use the campaign's start/end dates as the created date window (CreatedDate BETWEEN campaign.StartDate AND campaign.EndDate). Filter by the region attribute 'Region' (or map to the org's canonical region field). Return fields: Id, FirstName, LastName, Company, Email, Phone, CreatedDate, LeadSource, CampaignId, Region, Status, OwnerId. If a nurture workspace named 'AI Launch Nurture' (or equivalent) exists, prepare these leads for handoff or tagging for that workspace.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Pull leads for the 'New AI Launch' campaign using campaign dates as the created-date window, filter by Region, return requested lead fields, and prepare for nurture workspace handoff if available\n- x: None\nUser: Focus on anything created between January 1 2024 and March 31 2024 for North America.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve leads associated with the campaign 'New AI Launch'. Use CreatedDate BETWEEN 2024-01-01 AND 2024-03-31. Filter Region='North America' (map to the org's canonical Region field). Return fields: Id, FirstName, LastName, Company, Email, Phone, CreatedDate, LeadSource, CampaignId, Region, Status, OwnerId. Prepare leads for handoff/tagging to nurture workspace 'AI Launch Nurture' if it exists.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Pull leads for the 'New AI Launch' campaign created between 2024-01-01 and 2024-03-31, filter by Region='North America', return Id, FirstName, LastName, Company, Email, Phone, CreatedDate, LeadSource, CampaignId, Region, Status, OwnerId, and prepare for 'AI Launch Nurture' handoff\n- x: null\n\nUser: Make sure it is only the 'AI_Launch_Q1' campaign and return Account Name, Owner Name, and Email so I can sync it to the nurture planner.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9H875HDB7HXNEE0A4S270KP", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve leads associated with the campaign 'AI_Launch_Q1'. Use CreatedDate BETWEEN 2024-01-01 AND 2024-03-31. Filter Region='North America' (map to the org's canonical Region field). Return fields: Account Name, Owner Name, Email. Prepare leads for handoff/tagging to nurture workspace 'AI Launch Nurture' and sync to the nurture planner.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Pull leads for campaign 'AI_Launch_Q1' created between 2024-01-01 and 2024-03-31 in Region 'North America', return Account Name, Owner Name, Email, and prepare for 'AI Launch Nurture' handoff/sync to nurture planner\n- x: null", + "expected_fragments": [ + "Campaign = AI_Launch_Q1", + "CreatedDate BETWEEN January 1 2024 AND March 31 2024", + "Territory__c = North America", + "Fields: Account.Name, Owner.Name, Email" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Segment Salesforce leads by region and campaign", + "idx": 1, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-1-1762588313775", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Retrieve leads associated with the campaign 'AI_Launch_Q1'. Use CreatedDate BETWEEN 2024-01-01 AND 2024-03-31. Filter Region='North America' (map to the org's canonical Region field). Return fields: Account Name, Owner Name, Email. Prepare leads for handoff/tagging to nurture workspace 'AI Launch Nurture' and sync to the nurture planner.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Pull leads for campaign 'AI_Launch_Q1' created between 2024-01-01 and 2024-03-31 in Region 'North America', return Account Name, Owner Name, Email, and prepare for 'AI Launch Nurture' handoff/sync to nurture planner", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Retrieve leads associated with the campaign 'AI_Launch_Q1'. Use CreatedDate BETWEEN 2024-01-01 AND 2024-03-31. Filter Region='North America' (map to the org's canonical Region field). Return fields: Account Name, Owner Name, Email. Prepare leads for handoff/tagging to nurture workspace 'AI Launch Nurture' and sync to the nurture planner.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Pull leads for campaign 'AI_Launch_Q1' created between 2024-01-01 and 2024-03-31 in Region 'North America', return Account Name, Owner Name, Email, and prepare for 'AI Launch Nurture' handoff/sync to nurture planner", + "x": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Can you pull the leads from our new AI launch?", + "prompt": "You are the Salesforce demand generation strategist turning ambiguous executive nudges into precise lead filters.\n\nPin down the created date window, campaign, region attribute, and the fields stakeholders expect back.\n\nInclude any nurture workspace or downstream dependency if it surfaces during the chat.\n\nUser: Can you pull the leads from our new AI launch?", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve leads associated with the campaign 'New AI Launch'. Use the campaign's start/end dates as the created date window (CreatedDate BETWEEN campaign.StartDate AND campaign.EndDate). Filter by the region attribute 'Region' (or map to the org's canonical region field). Return fields: Id, FirstName, LastName, Company, Email, Phone, CreatedDate, LeadSource, CampaignId, Region, Status, OwnerId. If a nurture workspace named 'AI Launch Nurture' (or equivalent) exists, prepare these leads for handoff or tagging for that workspace.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Pull leads for the 'New AI Launch' campaign using campaign dates as the created-date window, filter by Region, return requested lead fields, and prepare for nurture workspace handoff if available\n- x: None" + }, + { + "turn_index": 1, + "user": "Focus on anything created between January 1 2024 and March 31 2024 for North America.", + "prompt": "You are the Salesforce demand generation strategist turning ambiguous executive nudges into precise lead filters.\n\nPin down the created date window, campaign, region attribute, and the fields stakeholders expect back.\n\nInclude any nurture workspace or downstream dependency if it surfaces during the chat.\n\nConversation so far:\nUser: Can you pull the leads from our new AI launch?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve leads associated with the campaign 'New AI Launch'. Use the campaign's start/end dates as the created date window (CreatedDate BETWEEN campaign.StartDate AND campaign.EndDate). Filter by the region attribute 'Region' (or map to the org's canonical region field). Return fields: Id, FirstName, LastName, Company, Email, Phone, CreatedDate, LeadSource, CampaignId, Region, Status, OwnerId. If a nurture workspace named 'AI Launch Nurture' (or equivalent) exists, prepare these leads for handoff or tagging for that workspace.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Pull leads for the 'New AI Launch' campaign using campaign dates as the created-date window, filter by Region, return requested lead fields, and prepare for nurture workspace handoff if available\n- x: None\n\nUser: Focus on anything created between January 1 2024 and March 31 2024 for North America.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve leads associated with the campaign 'New AI Launch'. Use CreatedDate BETWEEN 2024-01-01 AND 2024-03-31. Filter Region='North America' (map to the org's canonical Region field). Return fields: Id, FirstName, LastName, Company, Email, Phone, CreatedDate, LeadSource, CampaignId, Region, Status, OwnerId. Prepare leads for handoff/tagging to nurture workspace 'AI Launch Nurture' if it exists.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Pull leads for the 'New AI Launch' campaign created between 2024-01-01 and 2024-03-31, filter by Region='North America', return Id, FirstName, LastName, Company, Email, Phone, CreatedDate, LeadSource, CampaignId, Region, Status, OwnerId, and prepare for 'AI Launch Nurture' handoff\n- x: null" + }, + { + "turn_index": 2, + "user": "Make sure it is only the 'AI_Launch_Q1' campaign and return Account Name, Owner Name, and Email so I can sync it to the nurture planner.", + "prompt": "You are the Salesforce demand generation strategist turning ambiguous executive nudges into precise lead filters.\n\nPin down the created date window, campaign, region attribute, and the fields stakeholders expect back.\n\nInclude any nurture workspace or downstream dependency if it surfaces during the chat.\n\nConversation so far:\nUser: Can you pull the leads from our new AI launch?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve leads associated with the campaign 'New AI Launch'. Use the campaign's start/end dates as the created date window (CreatedDate BETWEEN campaign.StartDate AND campaign.EndDate). Filter by the region attribute 'Region' (or map to the org's canonical region field). Return fields: Id, FirstName, LastName, Company, Email, Phone, CreatedDate, LeadSource, CampaignId, Region, Status, OwnerId. If a nurture workspace named 'AI Launch Nurture' (or equivalent) exists, prepare these leads for handoff or tagging for that workspace.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Pull leads for the 'New AI Launch' campaign using campaign dates as the created-date window, filter by Region, return requested lead fields, and prepare for nurture workspace handoff if available\n- x: None\nUser: Focus on anything created between January 1 2024 and March 31 2024 for North America.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve leads associated with the campaign 'New AI Launch'. Use CreatedDate BETWEEN 2024-01-01 AND 2024-03-31. Filter Region='North America' (map to the org's canonical Region field). Return fields: Id, FirstName, LastName, Company, Email, Phone, CreatedDate, LeadSource, CampaignId, Region, Status, OwnerId. Prepare leads for handoff/tagging to nurture workspace 'AI Launch Nurture' if it exists.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Pull leads for the 'New AI Launch' campaign created between 2024-01-01 and 2024-03-31, filter by Region='North America', return Id, FirstName, LastName, Company, Email, Phone, CreatedDate, LeadSource, CampaignId, Region, Status, OwnerId, and prepare for 'AI Launch Nurture' handoff\n- x: null\n\nUser: Make sure it is only the 'AI_Launch_Q1' campaign and return Account Name, Owner Name, and Email so I can sync it to the nurture planner.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve leads associated with the campaign 'AI_Launch_Q1'. Use CreatedDate BETWEEN 2024-01-01 AND 2024-03-31. Filter Region='North America' (map to the org's canonical Region field). Return fields: Account Name, Owner Name, Email. Prepare leads for handoff/tagging to nurture workspace 'AI Launch Nurture' and sync to the nurture planner.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Pull leads for campaign 'AI_Launch_Q1' created between 2024-01-01 and 2024-03-31 in Region 'North America', return Account Name, Owner Name, Email, and prepare for 'AI Launch Nurture' handoff/sync to nurture planner\n- x: null" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T08:14:44.946882+00:00", + "idx": 2, + "task": "Prioritize ServiceNow bridge-ready incidents", + "prompt": "You are the ServiceNow incident triage commander translating rolling bridge chatter into high-urgency filters.\n\nCapture the priority, state, assignment group, and ordering that leadership clarifies over multiple turns.\n\nLog any dependency feeds or dashboards once they surface.\n\nConversation so far:\nUser: Need the latest outage incidents ASAP.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^ORDERBYDESCsys_created_on\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch latest outage incidents ordered by most recent creation time; include priority, state, and assignment group for triage and log any dependency feeds or dashboards when surfaced\n- x: {\n \"total_incidents\": 6,\n \"unresolved_count\": 5,\n \"assigned_count\": 1,\n \"unassigned_count\": 5,\n \"counts_by_priority\": {\n \"1\": 1,\n \"5\": 5\n },\n \"counts_by_state\": {\n \"1\": 5,\n \"3\": 1\n },\n \"most_recent_incident\": {\n \"number\": \"INC0010022\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-31 17:52:37\",\n \"sys_updated_on\": \"2025-10-31 17:52:37\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n \"oldest_incident\": {\n \"number\": \"INC0000054\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": {\n \"value\": \"d625dccec0a8016700a222a0f7900d06\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/d625dccec0a8016700a222a0f7900d06\"\n },\n \"sys_created_on\": \"2015-11-02 20:49:08\",\n \"sys_updated_on\": \"2015-11-24 15:47:36\",\n \"state\": \"3\",\n \"priority\": \"1\"\n },\n \"incidents\": [\n {\n \"number\": \"INC0010022\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-31 17:52:37\",\n \"sys_updated_on\": \"2025-10-31 17:52:37\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010021\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 16:51:20\",\n \"sys_updated_on\": \"2025-10-30 16:51:20\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010020\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 15:53:47\",\n \"sys_updated_on\": \"2025-10-30 15:53:47\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010019\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 15:19:11\",\n \"sys_updated_on\": \"2025-10-30 15:19:11\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010001\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-03 15:28:05\",\n \"sys_updated_on\": \"2025-10-03 15:28:05\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0000054\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": {\n \"value\": \"d625dccec0a8016700a222a0f7900d06\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/d625dccec0a8016700a222a0f7900d06\"\n },\n \"sys_created_on\": \"2015-11-02 20:49:08\",\n \"sys_updated_on\": \"2015-11-24 15:47:36\",\n \"state\": \"3\",\n \"priority\": \"1\"\n }\n ]\n}\nUser: Make it Priority 1 items that are still In Progress.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^priority=1^state=2^ORDERBYDESCsys_created_on\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch outage incidents with priority=1 and state=2 (In Progress), ordered by most recent creation; include priority, state, and assignment group for triage and log any dependency feeds or dashboards when surfaced\n- x: API call succeeded but returned no incidents.\n\nSummary:\n- status: success\n- incidents returned: 0\n\nPossible reasons and next steps:\n- There truly are no incidents matching the query (check time range, filters like state/assignment group, priority).\n- The query may be too narrow \u2014 try removing filters or expanding the date range.\n- Permission or scope issues \u2014 confirm the API user has rights to view incidents.\n- There may be a paging/limit parameter \u2014 try requesting a larger page size or subsequent pages.\n\nWould you like me to:\n- Retry with different filters (example: last 7 days, open incidents, specific assignment group)?\n- Run a query to list the most recent N incidents?\n- Create a new incident (provide short description, priority, assignment group)?\n\nUser: Keep it to assignment group 'Network Engineering Escalations' and order by most recent update for the live bridge doc.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9H8EJQEFYT5REQDNMZXKR93", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^priority=1^state=2^assignment_groupLIKENetwork Engineering Escalations\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_updated_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch outage incidents assigned to 'Network Engineering Escalations' with priority=1 and state=2, ordered by most recent update for the live bridge doc; include priority, state, and assignment_group and log any dependency feeds or dashboards when surfaced\n- x: The API call succeeded but returned no incidents.\n\nWhat this means (possible reasons)\n- There truly are no incidents matching the query filters (time range, state, assignment group, priority).\n- The query was too narrow (e.g., specific state, group, or date range).\n- Paging/limit could be excluding results (only returned one page).\n- Permission/scoping issues for the API user \u2014 they may not be allowed to view incidents.\n\nSuggested next steps (I can do any of these for you)\n1. Retry the query with broader filters (examples: last 7 or 30 days; remove assignment group or state filters).\n2. Request the most recent N incidents (e.g., N = 10 or 50).\n3. Check for pagination and fetch subsequent pages.\n4. Verify API user permissions (I can provide the common checks or a sample query).\n5. Create a new incident (tell me short description, priority, assignment group).\n\nWhich would you like me to do next?", + "expected_fragments": [ + "priority=1", + "state=In Progress", + "assignment_group=Network Engineering Escalations", + "ORDERBYDESC sys_updated_on" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Prioritize ServiceNow bridge-ready incidents", + "idx": 2, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-2-1762589463570", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "short_descriptionLIKEoutage^priority=1^state=2^assignment_groupLIKENetwork Engineering Escalations", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "sys_updated_onDESC", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Fetch outage incidents assigned to 'Network Engineering Escalations' with priority=1 and state=2, ordered by most recent update for the live bridge doc; include priority, state, and assignment_group and log any dependency feeds or dashboards when surfaced", + "x": "The API call succeeded but returned no incidents.\n\nWhat this means (possible reasons)\n- There truly are no incidents matching the query filters (time range, state, assignment group, priority).\n- The query was too narrow (e.g., specific state, group, or date range).\n- Paging/limit could be excluding results (only returned one page).\n- Permission/scoping issues for the API user \u2014 they may not be allowed to view incidents.\n\nSuggested next steps (I can do any of these for you)\n1. Retry the query with broader filters (examples: last 7 or 30 days; remove assignment group or state filters).\n2. Request the most recent N incidents (e.g., N = 10 or 50).\n3. Check for pagination and fetch subsequent pages.\n4. Verify API user permissions (I can provide the common checks or a sample query).\n5. Create a new incident (tell me short description, priority, assignment group).\n\nWhich would you like me to do next?" + } + }, + "variables": { + "x_incident_query": "short_descriptionLIKEoutage^priority=1^state=2^assignment_groupLIKENetwork Engineering Escalations", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "sys_updated_onDESC", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Fetch outage incidents assigned to 'Network Engineering Escalations' with priority=1 and state=2, ordered by most recent update for the live bridge doc; include priority, state, and assignment_group and log any dependency feeds or dashboards when surfaced", + "x": "The API call succeeded but returned no incidents.\n\nWhat this means (possible reasons)\n- There truly are no incidents matching the query filters (time range, state, assignment group, priority).\n- The query was too narrow (e.g., specific state, group, or date range).\n- Paging/limit could be excluding results (only returned one page).\n- Permission/scoping issues for the API user \u2014 they may not be allowed to view incidents.\n\nSuggested next steps (I can do any of these for you)\n1. Retry the query with broader filters (examples: last 7 or 30 days; remove assignment group or state filters).\n2. Request the most recent N incidents (e.g., N = 10 or 50).\n3. Check for pagination and fetch subsequent pages.\n4. Verify API user permissions (I can provide the common checks or a sample query).\n5. Create a new incident (tell me short description, priority, assignment group).\n\nWhich would you like me to do next?" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need the latest outage incidents ASAP.", + "prompt": "You are the ServiceNow incident triage commander translating rolling bridge chatter into high-urgency filters.\n\nCapture the priority, state, assignment group, and ordering that leadership clarifies over multiple turns.\n\nLog any dependency feeds or dashboards once they surface.\n\nUser: Need the latest outage incidents ASAP.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^ORDERBYDESCsys_created_on\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch latest outage incidents ordered by most recent creation time; include priority, state, and assignment group for triage and log any dependency feeds or dashboards when surfaced\n- x: {\n \"total_incidents\": 6,\n \"unresolved_count\": 5,\n \"assigned_count\": 1,\n \"unassigned_count\": 5,\n \"counts_by_priority\": {\n \"1\": 1,\n \"5\": 5\n },\n \"counts_by_state\": {\n \"1\": 5,\n \"3\": 1\n },\n \"most_recent_incident\": {\n \"number\": \"INC0010022\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-31 17:52:37\",\n \"sys_updated_on\": \"2025-10-31 17:52:37\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n \"oldest_incident\": {\n \"number\": \"INC0000054\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": {\n \"value\": \"d625dccec0a8016700a222a0f7900d06\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/d625dccec0a8016700a222a0f7900d06\"\n },\n \"sys_created_on\": \"2015-11-02 20:49:08\",\n \"sys_updated_on\": \"2015-11-24 15:47:36\",\n \"state\": \"3\",\n \"priority\": \"1\"\n },\n \"incidents\": [\n {\n \"number\": \"INC0010022\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-31 17:52:37\",\n \"sys_updated_on\": \"2025-10-31 17:52:37\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010021\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 16:51:20\",\n \"sys_updated_on\": \"2025-10-30 16:51:20\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010020\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 15:53:47\",\n \"sys_updated_on\": \"2025-10-30 15:53:47\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010019\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 15:19:11\",\n \"sys_updated_on\": \"2025-10-30 15:19:11\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010001\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-03 15:28:05\",\n \"sys_updated_on\": \"2025-10-03 15:28:05\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0000054\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": {\n \"value\": \"d625dccec0a8016700a222a0f7900d06\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/d625dccec0a8016700a222a0f7900d06\"\n },\n \"sys_created_on\": \"2015-11-02 20:49:08\",\n \"sys_updated_on\": \"2015-11-24 15:47:36\",\n \"state\": \"3\",\n \"priority\": \"1\"\n }\n ]\n}" + }, + { + "turn_index": 1, + "user": "Make it Priority 1 items that are still In Progress.", + "prompt": "You are the ServiceNow incident triage commander translating rolling bridge chatter into high-urgency filters.\n\nCapture the priority, state, assignment group, and ordering that leadership clarifies over multiple turns.\n\nLog any dependency feeds or dashboards once they surface.\n\nConversation so far:\nUser: Need the latest outage incidents ASAP.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^ORDERBYDESCsys_created_on\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch latest outage incidents ordered by most recent creation time; include priority, state, and assignment group for triage and log any dependency feeds or dashboards when surfaced\n- x: {\n \"total_incidents\": 6,\n \"unresolved_count\": 5,\n \"assigned_count\": 1,\n \"unassigned_count\": 5,\n \"counts_by_priority\": {\n \"1\": 1,\n \"5\": 5\n },\n \"counts_by_state\": {\n \"1\": 5,\n \"3\": 1\n },\n \"most_recent_incident\": {\n \"number\": \"INC0010022\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-31 17:52:37\",\n \"sys_updated_on\": \"2025-10-31 17:52:37\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n \"oldest_incident\": {\n \"number\": \"INC0000054\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": {\n \"value\": \"d625dccec0a8016700a222a0f7900d06\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/d625dccec0a8016700a222a0f7900d06\"\n },\n \"sys_created_on\": \"2015-11-02 20:49:08\",\n \"sys_updated_on\": \"2015-11-24 15:47:36\",\n \"state\": \"3\",\n \"priority\": \"1\"\n },\n \"incidents\": [\n {\n \"number\": \"INC0010022\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-31 17:52:37\",\n \"sys_updated_on\": \"2025-10-31 17:52:37\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010021\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 16:51:20\",\n \"sys_updated_on\": \"2025-10-30 16:51:20\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010020\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 15:53:47\",\n \"sys_updated_on\": \"2025-10-30 15:53:47\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010019\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 15:19:11\",\n \"sys_updated_on\": \"2025-10-30 15:19:11\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010001\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-03 15:28:05\",\n \"sys_updated_on\": \"2025-10-03 15:28:05\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0000054\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": {\n \"value\": \"d625dccec0a8016700a222a0f7900d06\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/d625dccec0a8016700a222a0f7900d06\"\n },\n \"sys_created_on\": \"2015-11-02 20:49:08\",\n \"sys_updated_on\": \"2015-11-24 15:47:36\",\n \"state\": \"3\",\n \"priority\": \"1\"\n }\n ]\n}\n\nUser: Make it Priority 1 items that are still In Progress.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^priority=1^state=2^ORDERBYDESCsys_created_on\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch outage incidents with priority=1 and state=2 (In Progress), ordered by most recent creation; include priority, state, and assignment group for triage and log any dependency feeds or dashboards when surfaced\n- x: API call succeeded but returned no incidents.\n\nSummary:\n- status: success\n- incidents returned: 0\n\nPossible reasons and next steps:\n- There truly are no incidents matching the query (check time range, filters like state/assignment group, priority).\n- The query may be too narrow \u2014 try removing filters or expanding the date range.\n- Permission or scope issues \u2014 confirm the API user has rights to view incidents.\n- There may be a paging/limit parameter \u2014 try requesting a larger page size or subsequent pages.\n\nWould you like me to:\n- Retry with different filters (example: last 7 days, open incidents, specific assignment group)?\n- Run a query to list the most recent N incidents?\n- Create a new incident (provide short description, priority, assignment group)?" + }, + { + "turn_index": 2, + "user": "Keep it to assignment group 'Network Engineering Escalations' and order by most recent update for the live bridge doc.", + "prompt": "You are the ServiceNow incident triage commander translating rolling bridge chatter into high-urgency filters.\n\nCapture the priority, state, assignment group, and ordering that leadership clarifies over multiple turns.\n\nLog any dependency feeds or dashboards once they surface.\n\nConversation so far:\nUser: Need the latest outage incidents ASAP.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^ORDERBYDESCsys_created_on\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch latest outage incidents ordered by most recent creation time; include priority, state, and assignment group for triage and log any dependency feeds or dashboards when surfaced\n- x: {\n \"total_incidents\": 6,\n \"unresolved_count\": 5,\n \"assigned_count\": 1,\n \"unassigned_count\": 5,\n \"counts_by_priority\": {\n \"1\": 1,\n \"5\": 5\n },\n \"counts_by_state\": {\n \"1\": 5,\n \"3\": 1\n },\n \"most_recent_incident\": {\n \"number\": \"INC0010022\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-31 17:52:37\",\n \"sys_updated_on\": \"2025-10-31 17:52:37\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n \"oldest_incident\": {\n \"number\": \"INC0000054\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": {\n \"value\": \"d625dccec0a8016700a222a0f7900d06\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/d625dccec0a8016700a222a0f7900d06\"\n },\n \"sys_created_on\": \"2015-11-02 20:49:08\",\n \"sys_updated_on\": \"2015-11-24 15:47:36\",\n \"state\": \"3\",\n \"priority\": \"1\"\n },\n \"incidents\": [\n {\n \"number\": \"INC0010022\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-31 17:52:37\",\n \"sys_updated_on\": \"2025-10-31 17:52:37\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010021\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 16:51:20\",\n \"sys_updated_on\": \"2025-10-30 16:51:20\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010020\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 15:53:47\",\n \"sys_updated_on\": \"2025-10-30 15:53:47\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010019\",\n \"short_description\": \"Warehouse Wi-Fi outage post firmware\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-30 15:19:11\",\n \"sys_updated_on\": \"2025-10-30 15:19:11\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0010001\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": null,\n \"sys_created_on\": \"2025-10-03 15:28:05\",\n \"sys_updated_on\": \"2025-10-03 15:28:05\",\n \"state\": \"1\",\n \"priority\": \"5\"\n },\n {\n \"number\": \"INC0000054\",\n \"short_description\": \"SAP Materials Management is slow or there is an outage\",\n \"assignment_group\": {\n \"value\": \"d625dccec0a8016700a222a0f7900d06\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/d625dccec0a8016700a222a0f7900d06\"\n },\n \"sys_created_on\": \"2015-11-02 20:49:08\",\n \"sys_updated_on\": \"2015-11-24 15:47:36\",\n \"state\": \"3\",\n \"priority\": \"1\"\n }\n ]\n}\nUser: Make it Priority 1 items that are still In Progress.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^priority=1^state=2^ORDERBYDESCsys_created_on\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch outage incidents with priority=1 and state=2 (In Progress), ordered by most recent creation; include priority, state, and assignment group for triage and log any dependency feeds or dashboards when surfaced\n- x: API call succeeded but returned no incidents.\n\nSummary:\n- status: success\n- incidents returned: 0\n\nPossible reasons and next steps:\n- There truly are no incidents matching the query (check time range, filters like state/assignment group, priority).\n- The query may be too narrow \u2014 try removing filters or expanding the date range.\n- Permission or scope issues \u2014 confirm the API user has rights to view incidents.\n- There may be a paging/limit parameter \u2014 try requesting a larger page size or subsequent pages.\n\nWould you like me to:\n- Retry with different filters (example: last 7 days, open incidents, specific assignment group)?\n- Run a query to list the most recent N incidents?\n- Create a new incident (provide short description, priority, assignment group)?\n\nUser: Keep it to assignment group 'Network Engineering Escalations' and order by most recent update for the live bridge doc.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^priority=1^state=2^assignment_groupLIKENetwork Engineering Escalations\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_updated_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch outage incidents assigned to 'Network Engineering Escalations' with priority=1 and state=2, ordered by most recent update for the live bridge doc; include priority, state, and assignment_group and log any dependency feeds or dashboards when surfaced\n- x: The API call succeeded but returned no incidents.\n\nWhat this means (possible reasons)\n- There truly are no incidents matching the query filters (time range, state, assignment group, priority).\n- The query was too narrow (e.g., specific state, group, or date range).\n- Paging/limit could be excluding results (only returned one page).\n- Permission/scoping issues for the API user \u2014 they may not be allowed to view incidents.\n\nSuggested next steps (I can do any of these for you)\n1. Retry the query with broader filters (examples: last 7 or 30 days; remove assignment group or state filters).\n2. Request the most recent N incidents (e.g., N = 10 or 50).\n3. Check for pagination and fetch subsequent pages.\n4. Verify API user permissions (I can provide the common checks or a sample query).\n5. Create a new incident (tell me short description, priority, assignment group).\n\nWhich would you like me to do next?" + } + ], + "matched_fragments": [ + "priority=1" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T08:17:45.761732+00:00", + "idx": 3, + "task": "Surface Salesforce opportunities ready for CFO prep", + "prompt": "You are the Salesforce revenue desk partner who steers finance check-ins into actionable SOQL constraints.\n\nCollect the opportunity stage, close date window, and forecast category the CFO clarifies across turns.\n\nCapture any dependency sheets they cite.\n\nConversation so far:\nUser: Show me the late-stage pipeline I should worry about.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: opportunity_stage=Late Stage; close_date_window=null; forecast_category=null; capture dependency sheets if cited in later turns\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: retrieve late-stage opportunities for CFO review, collecting stage, close date window, forecast category, and any dependency sheets\n- x: None\nUser: Anything in 'Negotiation/Review' closing between April 1 2024 and April 30 2024.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: opportunity_stage=Negotiation/Review; close_date_window=2024-04-01@2024-04-30; forecast_category=null; capture dependency sheets if cited\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: retrieve opportunities in Negotiation/Review closing between 2024-04-01 and 2024-04-30 for CFO review, collecting stage, close date window, forecast category, and any dependency sheets\n- x: null\n\nUser: Filter to ForecastCategory = Commit and note it's for the board prep workbook.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9H8MAC6GMRJ7V0JJG6TRXX3", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: opportunity_stage=Negotiation/Review; close_date_window=2024-04-01@2024-04-30; forecast_category=Commit; capture dependency sheets if cited\n- x_salesforce_query_depends_on: board prep workbook\n- x_salesforce_query_api_task: retrieve opportunities in Negotiation/Review closing between 2024-04-01 and 2024-04-30 with ForecastCategory=Commit for board prep workbook\n- x: None", + "expected_fragments": [ + "StageName = Negotiation/Review", + "CloseDate BETWEEN April 1 2024 AND April 30 2024", + "ForecastCategory = Commit" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Surface Salesforce opportunities ready for CFO prep", + "idx": 3, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-3-1762589689947", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "opportunity_stage=Negotiation/Review; close_date_window=2024-04-01@2024-04-30; forecast_category=Commit; capture dependency sheets if cited", + "x_salesforce_query_depends_on": "board prep workbook", + "x_salesforce_query_api_task": "retrieve opportunities in Negotiation/Review closing between 2024-04-01 and 2024-04-30 with ForecastCategory=Commit for board prep workbook", + "x": "None" + } + }, + "variables": { + "x_salesforce_query_info": "opportunity_stage=Negotiation/Review; close_date_window=2024-04-01@2024-04-30; forecast_category=Commit; capture dependency sheets if cited", + "x_salesforce_query_depends_on": "board prep workbook", + "x_salesforce_query_api_task": "retrieve opportunities in Negotiation/Review closing between 2024-04-01 and 2024-04-30 with ForecastCategory=Commit for board prep workbook", + "x": "None" + }, + "turns": [ + { + "turn_index": 0, + "user": "Show me the late-stage pipeline I should worry about.", + "prompt": "You are the Salesforce revenue desk partner who steers finance check-ins into actionable SOQL constraints.\n\nCollect the opportunity stage, close date window, and forecast category the CFO clarifies across turns.\n\nCapture any dependency sheets they cite.\n\nUser: Show me the late-stage pipeline I should worry about.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: opportunity_stage=Late Stage; close_date_window=null; forecast_category=null; capture dependency sheets if cited in later turns\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: retrieve late-stage opportunities for CFO review, collecting stage, close date window, forecast category, and any dependency sheets\n- x: None" + }, + { + "turn_index": 1, + "user": "Anything in 'Negotiation/Review' closing between April 1 2024 and April 30 2024.", + "prompt": "You are the Salesforce revenue desk partner who steers finance check-ins into actionable SOQL constraints.\n\nCollect the opportunity stage, close date window, and forecast category the CFO clarifies across turns.\n\nCapture any dependency sheets they cite.\n\nConversation so far:\nUser: Show me the late-stage pipeline I should worry about.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: opportunity_stage=Late Stage; close_date_window=null; forecast_category=null; capture dependency sheets if cited in later turns\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: retrieve late-stage opportunities for CFO review, collecting stage, close date window, forecast category, and any dependency sheets\n- x: None\n\nUser: Anything in 'Negotiation/Review' closing between April 1 2024 and April 30 2024.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: opportunity_stage=Negotiation/Review; close_date_window=2024-04-01@2024-04-30; forecast_category=null; capture dependency sheets if cited\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: retrieve opportunities in Negotiation/Review closing between 2024-04-01 and 2024-04-30 for CFO review, collecting stage, close date window, forecast category, and any dependency sheets\n- x: null" + }, + { + "turn_index": 2, + "user": "Filter to ForecastCategory = Commit and note it's for the board prep workbook.", + "prompt": "You are the Salesforce revenue desk partner who steers finance check-ins into actionable SOQL constraints.\n\nCollect the opportunity stage, close date window, and forecast category the CFO clarifies across turns.\n\nCapture any dependency sheets they cite.\n\nConversation so far:\nUser: Show me the late-stage pipeline I should worry about.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: opportunity_stage=Late Stage; close_date_window=null; forecast_category=null; capture dependency sheets if cited in later turns\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: retrieve late-stage opportunities for CFO review, collecting stage, close date window, forecast category, and any dependency sheets\n- x: None\nUser: Anything in 'Negotiation/Review' closing between April 1 2024 and April 30 2024.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: opportunity_stage=Negotiation/Review; close_date_window=2024-04-01@2024-04-30; forecast_category=null; capture dependency sheets if cited\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: retrieve opportunities in Negotiation/Review closing between 2024-04-01 and 2024-04-30 for CFO review, collecting stage, close date window, forecast category, and any dependency sheets\n- x: null\n\nUser: Filter to ForecastCategory = Commit and note it's for the board prep workbook.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: opportunity_stage=Negotiation/Review; close_date_window=2024-04-01@2024-04-30; forecast_category=Commit; capture dependency sheets if cited\n- x_salesforce_query_depends_on: board prep workbook\n- x_salesforce_query_api_task: retrieve opportunities in Negotiation/Review closing between 2024-04-01 and 2024-04-30 with ForecastCategory=Commit for board prep workbook\n- x: None" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T08:22:38.222219+00:00", + "idx": 4, + "task": "Queue ServiceNow change approvals for CAB", + "prompt": "You are the ServiceNow change governance facilitator converting iterative CAB chatter into crisp change queries.\n\nCapture change type, approval state, risk, and submission window after clarification.\n\nInclude any dependency exports referenced at the end.\n\nConversation so far:\nUser: Need a list of change requests awaiting us.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: approval=requested\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change requests awaiting our approval; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by\n- x: {\n \"Summary\": {\n \"TotalChangeRequests\": 63,\n \"ApprovalsRequested\": 63,\n \"ByPriority\": {\n \"1\": 1,\n \"2\": 24,\n \"3\": 31,\n \"4\": 7\n }\n },\n \"AssigneeCounts\": {\n \"5137153cc611227c000bbd1bd8cd2007\": 30,\n \"f298d2d2c611227b0106c6be7f154bc8\": 24,\n \"5137153cc611227c000bbd1bd8cd2005\": 6,\n \"681b365ec0a80164000fb0b05854a0cd\": 3\n },\n \"TimeRange\": {\n \"EarliestStart\": \"2025-07-14 23:00:00\",\n \"LatestStart\": \"2025-10-21 14:30:00\"\n },\n \"ExampleChanges\": [\n {\n \"number\": \"CHG0000008\",\n \"sys_id\": \"46cb2f54a9fe198101cf6814a2754606\",\n \"short_description\": \"Install new Cisco\",\n \"requested_by\": \"\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-4\",\n \"priority\": \"1\",\n \"start_date\": \"2025-07-20 19:30:00\",\n \"end_date\": \"2025-07-21 00:30:00\"\n },\n {\n \"number\": \"CHG0000001\",\n \"sys_id\": \"a9e9c33dc61122760072455df62663d2\",\n \"short_description\": \"Rollback Oracle Version\",\n \"requested_by\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-5\",\n \"priority\": \"3\",\n \"start_date\": \"2025-07-14 23:00:00\",\n \"end_date\": \"2025-07-15 01:00:00\"\n },\n {\n \"number\": \"CHG0000076\",\n \"sys_id\": \"02cd7552db252200a6a2b31be0b8f5e0\",\n \"short_description\": \"Change default router on unix201\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"3\",\n \"start_date\": \"2025-09-22 14:30:00\",\n \"end_date\": \"2025-09-22 15:00:00\"\n },\n {\n \"number\": \"CHG0000081\",\n \"sys_id\": \"06cdb552db252200a6a2b31be0b8f53e\",\n \"short_description\": \"Update /etc/network/interfaces to include name servers 8.8.8.8 & 8.8.4.4\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"f298d2d2c611227b0106c6be7f154bc8\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"3\",\n \"start_date\": \"2025-10-06 02:30:00\",\n \"end_date\": \"2025-10-06 02:45:00\"\n },\n {\n \"number\": \"CHG0000095\",\n \"sys_id\": \"eacdf552db252200a6a2b31be0b8f578\",\n \"short_description\": \"Upgrade OWA-SD-01 to MS Windows Server 2016\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"2\",\n \"start_date\": \"2025-10-21 14:30:00\",\n \"end_date\": \"2025-10-21 18:29:59\"\n }\n ],\n \"Notes\": \"All returned change requests have approval status 'requested'. The response covers 63 changes scheduled between 2025-07-14 and 2025-10-21. Assignee counts show two primary assignees (30 and 24 requests).\"\n}\nUser: Normal changes only with approval status Requested.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: change_type=Normal^approval=requested\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change requests awaiting our approval; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by\n- x: {\n \"Summary\": {\n \"TotalChangeRequests\": 63,\n \"ByPriority\": {\n \"1\": 1,\n \"2\": 24,\n \"3\": 31,\n \"4\": 7\n }\n },\n \"AssigneeCounts\": {\n \"5137153cc611227c000bbd1bd8cd2007\": 30,\n \"f298d2d2c611227b0106c6be7f154bc8\": 24,\n \"5137153cc611227c000bbd1bd8cd2005\": 6,\n \"681b365ec0a80164000fb0b05854a0cd\": 3\n },\n \"TimeRange\": {\n \"EarliestStart\": \"2025-07-14 23:00:00\",\n \"LatestStart\": \"2025-10-21 14:30:00\"\n },\n \"ExampleChanges\": [\n {\n \"number\": \"CHG0000001\",\n \"sys_id\": \"a9e9c33dc61122760072455df62663d2\",\n \"short_description\": \"Rollback Oracle Version\",\n \"requested_by\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-5\",\n \"priority\": \"3\",\n \"start_date\": \"2025-07-14 23:00:00\",\n \"end_date\": \"2025-07-15 01:00:00\"\n },\n {\n \"number\": \"CHG0000008\",\n \"sys_id\": \"46cb2f54a9fe198101cf6814a2754606\",\n \"short_description\": \"Install new Cisco\",\n \"requested_by\": \"\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-4\",\n \"priority\": \"1\",\n \"start_date\": \"2025-07-20 19:30:00\",\n \"end_date\": \"2025-07-21 00:30:00\"\n },\n {\n \"number\": \"CHG0000007\",\n \"sys_id\": \"9d457fbac6112287007379b57c6b2e60\",\n \"short_description\": \"R&D wants to know what it'd cost to switch them over to Linux desktops\",\n \"requested_by\": \"\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"4\",\n \"start_date\": \"2025-07-23 23:00:00\",\n \"end_date\": \"2025-07-24 03:00:00\"\n },\n {\n \"number\": \"CHG0000037\",\n \"sys_id\": \"41cdb152db252200a6a2b31be0b8f527\",\n \"short_description\": \"A failed RAID controller card needs to be replaced on PSORA1\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"2\",\n \"start_date\": \"2025-08-11 10:30:00\",\n \"end_date\": \"2025-08-11 14:30:00\"\n },\n {\n \"number\": \"CHG0000039\",\n \"sys_id\": \"0dcdb152db252200a6a2b31be0b8f54f\",\n \"short_description\": \"Deploy new Cisco Catalyst 4500\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"2\",\n \"start_date\": \"2025-08-11 14:30:00\",\n \"end_date\": \"2025-08-11 16:30:00\"\n }\n ]\n}\n\nUser: Limit to risk High submitted during the last 10 days and tag it for the CAB prep export.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9H8WVTPMJ55X4PAXFNXX197", + "status": "completed", + "output_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: change_type=Normal^approval=requested^risk=High^sys_created_onONLast10days\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change requests awaiting our approval with change_type Normal and approval requested, risk High, submitted in the last 10 days; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by; tag results for CAB prep export\n- x: null", + "expected_fragments": [ + "change_type=Normal", + "approval=Requested", + "risk=High", + "sys_created_on = LAST 10 DAYS" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Queue ServiceNow change approvals for CAB", + "idx": 4, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-4-1762589870763", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_change_request_query" + ], + "result_variable": "x_change_request_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_depends_on" + ], + "result_variable": "x_servicenow_change_request_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x_servicenow_change_request_query_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_get_change_request_api", + "parameters": [ + "x_change_request_query", + "x_servicenow_change_request_query_depends_on", + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_change_request_query": "change_type=Normal^approval=requested^risk=High^sys_created_onONLast10days", + "x_servicenow_change_request_query_depends_on": "null", + "x_servicenow_change_request_query_api_task": "Retrieve change requests awaiting our approval with change_type Normal and approval requested, risk High, submitted in the last 10 days; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by; tag results for CAB prep export", + "x": "null" + } + }, + "variables": { + "x_change_request_query": "change_type=Normal^approval=requested^risk=High^sys_created_onONLast10days", + "x_servicenow_change_request_query_depends_on": "null", + "x_servicenow_change_request_query_api_task": "Retrieve change requests awaiting our approval with change_type Normal and approval requested, risk High, submitted in the last 10 days; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by; tag results for CAB prep export", + "x": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need a list of change requests awaiting us.", + "prompt": "You are the ServiceNow change governance facilitator converting iterative CAB chatter into crisp change queries.\n\nCapture change type, approval state, risk, and submission window after clarification.\n\nInclude any dependency exports referenced at the end.\n\nUser: Need a list of change requests awaiting us.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: approval=requested\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change requests awaiting our approval; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by\n- x: {\n \"Summary\": {\n \"TotalChangeRequests\": 63,\n \"ApprovalsRequested\": 63,\n \"ByPriority\": {\n \"1\": 1,\n \"2\": 24,\n \"3\": 31,\n \"4\": 7\n }\n },\n \"AssigneeCounts\": {\n \"5137153cc611227c000bbd1bd8cd2007\": 30,\n \"f298d2d2c611227b0106c6be7f154bc8\": 24,\n \"5137153cc611227c000bbd1bd8cd2005\": 6,\n \"681b365ec0a80164000fb0b05854a0cd\": 3\n },\n \"TimeRange\": {\n \"EarliestStart\": \"2025-07-14 23:00:00\",\n \"LatestStart\": \"2025-10-21 14:30:00\"\n },\n \"ExampleChanges\": [\n {\n \"number\": \"CHG0000008\",\n \"sys_id\": \"46cb2f54a9fe198101cf6814a2754606\",\n \"short_description\": \"Install new Cisco\",\n \"requested_by\": \"\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-4\",\n \"priority\": \"1\",\n \"start_date\": \"2025-07-20 19:30:00\",\n \"end_date\": \"2025-07-21 00:30:00\"\n },\n {\n \"number\": \"CHG0000001\",\n \"sys_id\": \"a9e9c33dc61122760072455df62663d2\",\n \"short_description\": \"Rollback Oracle Version\",\n \"requested_by\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-5\",\n \"priority\": \"3\",\n \"start_date\": \"2025-07-14 23:00:00\",\n \"end_date\": \"2025-07-15 01:00:00\"\n },\n {\n \"number\": \"CHG0000076\",\n \"sys_id\": \"02cd7552db252200a6a2b31be0b8f5e0\",\n \"short_description\": \"Change default router on unix201\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"3\",\n \"start_date\": \"2025-09-22 14:30:00\",\n \"end_date\": \"2025-09-22 15:00:00\"\n },\n {\n \"number\": \"CHG0000081\",\n \"sys_id\": \"06cdb552db252200a6a2b31be0b8f53e\",\n \"short_description\": \"Update /etc/network/interfaces to include name servers 8.8.8.8 & 8.8.4.4\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"f298d2d2c611227b0106c6be7f154bc8\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"3\",\n \"start_date\": \"2025-10-06 02:30:00\",\n \"end_date\": \"2025-10-06 02:45:00\"\n },\n {\n \"number\": \"CHG0000095\",\n \"sys_id\": \"eacdf552db252200a6a2b31be0b8f578\",\n \"short_description\": \"Upgrade OWA-SD-01 to MS Windows Server 2016\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"2\",\n \"start_date\": \"2025-10-21 14:30:00\",\n \"end_date\": \"2025-10-21 18:29:59\"\n }\n ],\n \"Notes\": \"All returned change requests have approval status 'requested'. The response covers 63 changes scheduled between 2025-07-14 and 2025-10-21. Assignee counts show two primary assignees (30 and 24 requests).\"\n}" + }, + { + "turn_index": 1, + "user": "Normal changes only with approval status Requested.", + "prompt": "You are the ServiceNow change governance facilitator converting iterative CAB chatter into crisp change queries.\n\nCapture change type, approval state, risk, and submission window after clarification.\n\nInclude any dependency exports referenced at the end.\n\nConversation so far:\nUser: Need a list of change requests awaiting us.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: approval=requested\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change requests awaiting our approval; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by\n- x: {\n \"Summary\": {\n \"TotalChangeRequests\": 63,\n \"ApprovalsRequested\": 63,\n \"ByPriority\": {\n \"1\": 1,\n \"2\": 24,\n \"3\": 31,\n \"4\": 7\n }\n },\n \"AssigneeCounts\": {\n \"5137153cc611227c000bbd1bd8cd2007\": 30,\n \"f298d2d2c611227b0106c6be7f154bc8\": 24,\n \"5137153cc611227c000bbd1bd8cd2005\": 6,\n \"681b365ec0a80164000fb0b05854a0cd\": 3\n },\n \"TimeRange\": {\n \"EarliestStart\": \"2025-07-14 23:00:00\",\n \"LatestStart\": \"2025-10-21 14:30:00\"\n },\n \"ExampleChanges\": [\n {\n \"number\": \"CHG0000008\",\n \"sys_id\": \"46cb2f54a9fe198101cf6814a2754606\",\n \"short_description\": \"Install new Cisco\",\n \"requested_by\": \"\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-4\",\n \"priority\": \"1\",\n \"start_date\": \"2025-07-20 19:30:00\",\n \"end_date\": \"2025-07-21 00:30:00\"\n },\n {\n \"number\": \"CHG0000001\",\n \"sys_id\": \"a9e9c33dc61122760072455df62663d2\",\n \"short_description\": \"Rollback Oracle Version\",\n \"requested_by\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-5\",\n \"priority\": \"3\",\n \"start_date\": \"2025-07-14 23:00:00\",\n \"end_date\": \"2025-07-15 01:00:00\"\n },\n {\n \"number\": \"CHG0000076\",\n \"sys_id\": \"02cd7552db252200a6a2b31be0b8f5e0\",\n \"short_description\": \"Change default router on unix201\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"3\",\n \"start_date\": \"2025-09-22 14:30:00\",\n \"end_date\": \"2025-09-22 15:00:00\"\n },\n {\n \"number\": \"CHG0000081\",\n \"sys_id\": \"06cdb552db252200a6a2b31be0b8f53e\",\n \"short_description\": \"Update /etc/network/interfaces to include name servers 8.8.8.8 & 8.8.4.4\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"f298d2d2c611227b0106c6be7f154bc8\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"3\",\n \"start_date\": \"2025-10-06 02:30:00\",\n \"end_date\": \"2025-10-06 02:45:00\"\n },\n {\n \"number\": \"CHG0000095\",\n \"sys_id\": \"eacdf552db252200a6a2b31be0b8f578\",\n \"short_description\": \"Upgrade OWA-SD-01 to MS Windows Server 2016\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"2\",\n \"start_date\": \"2025-10-21 14:30:00\",\n \"end_date\": \"2025-10-21 18:29:59\"\n }\n ],\n \"Notes\": \"All returned change requests have approval status 'requested'. The response covers 63 changes scheduled between 2025-07-14 and 2025-10-21. Assignee counts show two primary assignees (30 and 24 requests).\"\n}\n\nUser: Normal changes only with approval status Requested.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: change_type=Normal^approval=requested\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change requests awaiting our approval; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by\n- x: {\n \"Summary\": {\n \"TotalChangeRequests\": 63,\n \"ByPriority\": {\n \"1\": 1,\n \"2\": 24,\n \"3\": 31,\n \"4\": 7\n }\n },\n \"AssigneeCounts\": {\n \"5137153cc611227c000bbd1bd8cd2007\": 30,\n \"f298d2d2c611227b0106c6be7f154bc8\": 24,\n \"5137153cc611227c000bbd1bd8cd2005\": 6,\n \"681b365ec0a80164000fb0b05854a0cd\": 3\n },\n \"TimeRange\": {\n \"EarliestStart\": \"2025-07-14 23:00:00\",\n \"LatestStart\": \"2025-10-21 14:30:00\"\n },\n \"ExampleChanges\": [\n {\n \"number\": \"CHG0000001\",\n \"sys_id\": \"a9e9c33dc61122760072455df62663d2\",\n \"short_description\": \"Rollback Oracle Version\",\n \"requested_by\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-5\",\n \"priority\": \"3\",\n \"start_date\": \"2025-07-14 23:00:00\",\n \"end_date\": \"2025-07-15 01:00:00\"\n },\n {\n \"number\": \"CHG0000008\",\n \"sys_id\": \"46cb2f54a9fe198101cf6814a2754606\",\n \"short_description\": \"Install new Cisco\",\n \"requested_by\": \"\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-4\",\n \"priority\": \"1\",\n \"start_date\": \"2025-07-20 19:30:00\",\n \"end_date\": \"2025-07-21 00:30:00\"\n },\n {\n \"number\": \"CHG0000007\",\n \"sys_id\": \"9d457fbac6112287007379b57c6b2e60\",\n \"short_description\": \"R&D wants to know what it'd cost to switch them over to Linux desktops\",\n \"requested_by\": \"\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"4\",\n \"start_date\": \"2025-07-23 23:00:00\",\n \"end_date\": \"2025-07-24 03:00:00\"\n },\n {\n \"number\": \"CHG0000037\",\n \"sys_id\": \"41cdb152db252200a6a2b31be0b8f527\",\n \"short_description\": \"A failed RAID controller card needs to be replaced on PSORA1\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"2\",\n \"start_date\": \"2025-08-11 10:30:00\",\n \"end_date\": \"2025-08-11 14:30:00\"\n },\n {\n \"number\": \"CHG0000039\",\n \"sys_id\": \"0dcdb152db252200a6a2b31be0b8f54f\",\n \"short_description\": \"Deploy new Cisco Catalyst 4500\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"2\",\n \"start_date\": \"2025-08-11 14:30:00\",\n \"end_date\": \"2025-08-11 16:30:00\"\n }\n ]\n}" + }, + { + "turn_index": 2, + "user": "Limit to risk High submitted during the last 10 days and tag it for the CAB prep export.", + "prompt": "You are the ServiceNow change governance facilitator converting iterative CAB chatter into crisp change queries.\n\nCapture change type, approval state, risk, and submission window after clarification.\n\nInclude any dependency exports referenced at the end.\n\nConversation so far:\nUser: Need a list of change requests awaiting us.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: approval=requested\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change requests awaiting our approval; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by\n- x: {\n \"Summary\": {\n \"TotalChangeRequests\": 63,\n \"ApprovalsRequested\": 63,\n \"ByPriority\": {\n \"1\": 1,\n \"2\": 24,\n \"3\": 31,\n \"4\": 7\n }\n },\n \"AssigneeCounts\": {\n \"5137153cc611227c000bbd1bd8cd2007\": 30,\n \"f298d2d2c611227b0106c6be7f154bc8\": 24,\n \"5137153cc611227c000bbd1bd8cd2005\": 6,\n \"681b365ec0a80164000fb0b05854a0cd\": 3\n },\n \"TimeRange\": {\n \"EarliestStart\": \"2025-07-14 23:00:00\",\n \"LatestStart\": \"2025-10-21 14:30:00\"\n },\n \"ExampleChanges\": [\n {\n \"number\": \"CHG0000008\",\n \"sys_id\": \"46cb2f54a9fe198101cf6814a2754606\",\n \"short_description\": \"Install new Cisco\",\n \"requested_by\": \"\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-4\",\n \"priority\": \"1\",\n \"start_date\": \"2025-07-20 19:30:00\",\n \"end_date\": \"2025-07-21 00:30:00\"\n },\n {\n \"number\": \"CHG0000001\",\n \"sys_id\": \"a9e9c33dc61122760072455df62663d2\",\n \"short_description\": \"Rollback Oracle Version\",\n \"requested_by\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-5\",\n \"priority\": \"3\",\n \"start_date\": \"2025-07-14 23:00:00\",\n \"end_date\": \"2025-07-15 01:00:00\"\n },\n {\n \"number\": \"CHG0000076\",\n \"sys_id\": \"02cd7552db252200a6a2b31be0b8f5e0\",\n \"short_description\": \"Change default router on unix201\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"3\",\n \"start_date\": \"2025-09-22 14:30:00\",\n \"end_date\": \"2025-09-22 15:00:00\"\n },\n {\n \"number\": \"CHG0000081\",\n \"sys_id\": \"06cdb552db252200a6a2b31be0b8f53e\",\n \"short_description\": \"Update /etc/network/interfaces to include name servers 8.8.8.8 & 8.8.4.4\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"f298d2d2c611227b0106c6be7f154bc8\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"3\",\n \"start_date\": \"2025-10-06 02:30:00\",\n \"end_date\": \"2025-10-06 02:45:00\"\n },\n {\n \"number\": \"CHG0000095\",\n \"sys_id\": \"eacdf552db252200a6a2b31be0b8f578\",\n \"short_description\": \"Upgrade OWA-SD-01 to MS Windows Server 2016\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"2\",\n \"start_date\": \"2025-10-21 14:30:00\",\n \"end_date\": \"2025-10-21 18:29:59\"\n }\n ],\n \"Notes\": \"All returned change requests have approval status 'requested'. The response covers 63 changes scheduled between 2025-07-14 and 2025-10-21. Assignee counts show two primary assignees (30 and 24 requests).\"\n}\nUser: Normal changes only with approval status Requested.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: change_type=Normal^approval=requested\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change requests awaiting our approval; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by\n- x: {\n \"Summary\": {\n \"TotalChangeRequests\": 63,\n \"ByPriority\": {\n \"1\": 1,\n \"2\": 24,\n \"3\": 31,\n \"4\": 7\n }\n },\n \"AssigneeCounts\": {\n \"5137153cc611227c000bbd1bd8cd2007\": 30,\n \"f298d2d2c611227b0106c6be7f154bc8\": 24,\n \"5137153cc611227c000bbd1bd8cd2005\": 6,\n \"681b365ec0a80164000fb0b05854a0cd\": 3\n },\n \"TimeRange\": {\n \"EarliestStart\": \"2025-07-14 23:00:00\",\n \"LatestStart\": \"2025-10-21 14:30:00\"\n },\n \"ExampleChanges\": [\n {\n \"number\": \"CHG0000001\",\n \"sys_id\": \"a9e9c33dc61122760072455df62663d2\",\n \"short_description\": \"Rollback Oracle Version\",\n \"requested_by\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-5\",\n \"priority\": \"3\",\n \"start_date\": \"2025-07-14 23:00:00\",\n \"end_date\": \"2025-07-15 01:00:00\"\n },\n {\n \"number\": \"CHG0000008\",\n \"sys_id\": \"46cb2f54a9fe198101cf6814a2754606\",\n \"short_description\": \"Install new Cisco\",\n \"requested_by\": \"\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-4\",\n \"priority\": \"1\",\n \"start_date\": \"2025-07-20 19:30:00\",\n \"end_date\": \"2025-07-21 00:30:00\"\n },\n {\n \"number\": \"CHG0000007\",\n \"sys_id\": \"9d457fbac6112287007379b57c6b2e60\",\n \"short_description\": \"R&D wants to know what it'd cost to switch them over to Linux desktops\",\n \"requested_by\": \"\",\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"4\",\n \"start_date\": \"2025-07-23 23:00:00\",\n \"end_date\": \"2025-07-24 03:00:00\"\n },\n {\n \"number\": \"CHG0000037\",\n \"sys_id\": \"41cdb152db252200a6a2b31be0b8f527\",\n \"short_description\": \"A failed RAID controller card needs to be replaced on PSORA1\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"2\",\n \"start_date\": \"2025-08-11 10:30:00\",\n \"end_date\": \"2025-08-11 14:30:00\"\n },\n {\n \"number\": \"CHG0000039\",\n \"sys_id\": \"0dcdb152db252200a6a2b31be0b8f54f\",\n \"short_description\": \"Deploy new Cisco Catalyst 4500\",\n \"requested_by\": \"6816f79cc0a8016401c5a33be04be441\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"approval\": \"requested\",\n \"state\": \"-3\",\n \"priority\": \"2\",\n \"start_date\": \"2025-08-11 14:30:00\",\n \"end_date\": \"2025-08-11 16:30:00\"\n }\n ]\n}\n\nUser: Limit to risk High submitted during the last 10 days and tag it for the CAB prep export.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: change_type=Normal^approval=requested^risk=High^sys_created_onONLast10days\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change requests awaiting our approval with change_type Normal and approval requested, risk High, submitted in the last 10 days; return change type, approval state, risk, submission window (start_date,end_date), number, short_description, assignment_group, requested_by; tag results for CAB prep export\n- x: null" + } + ], + "matched_fragments": [ + "change_type=Normal", + "approval=Requested", + "risk=High" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T08:29:58.431056+00:00", + "idx": 5, + "task": "Organize Salesforce follow-up tasks for renewals", + "prompt": "You are the Salesforce customer success workflow planner turning staggered CS notes into actionable task filters.\n\nGather the due date window, status, priority, and customer segment across turns.\n\nDocument any dashboard tie-ins if they emerge.\n\nConversation so far:\nUser: I need the upcoming tasks on the renewal docket.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve upcoming tasks on the renewal docket; gather due date window (upcoming), status, priority, and customer segment; document any dashboard tie-ins if available.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for upcoming renewal tasks, returning due date, status, priority, customer segment, and associated dashboard links or references.\n- x: null\nUser: Show tasks due between July 8 2024 and July 12 2024 that are still 'Not Started'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve tasks on the renewal docket due BETWEEN 2024-07-08 and 2024-07-12 with status 'Not Started'; return due date, status, priority, customer segment, and any dashboard links or references.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for renewal tasks due 2024-07-08 to 2024-07-12 with status Not Started; include due date, status, priority, customer segment, and dashboard tie-ins.\n- x: None\n\nUser: Keep Priority = High and only for Segment__c = Strategic so I can balance the renewal cockpit.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9H97NZZTN7TV2AC8ZB97Z50", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve tasks on the renewal docket due BETWEEN 2024-07-08 and 2024-07-12 with status 'Not Started', priority = High, and Segment__c = Strategic; return due date, status, priority, customer segment, and any dashboard links or references.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for renewal tasks due 2024-07-08 to 2024-07-12 with status Not Started, priority High, and Segment__c Strategic; include due date, status, priority, customer segment, and dashboard tie-ins.\n- x: None", + "expected_fragments": [ + "ActivityDate BETWEEN July 8 2024 AND July 12 2024", + "Status = Not Started", + "Priority = High", + "Segment__c = Strategic" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Organize Salesforce follow-up tasks for renewals", + "idx": 5, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-5-1762590163223", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Retrieve tasks on the renewal docket due BETWEEN 2024-07-08 and 2024-07-12 with status 'Not Started', priority = High, and Segment__c = Strategic; return due date, status, priority, customer segment, and any dashboard links or references.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Salesforce for renewal tasks due 2024-07-08 to 2024-07-12 with status Not Started, priority High, and Segment__c Strategic; include due date, status, priority, customer segment, and dashboard tie-ins.", + "x": "None" + } + }, + "variables": { + "x_salesforce_query_info": "Retrieve tasks on the renewal docket due BETWEEN 2024-07-08 and 2024-07-12 with status 'Not Started', priority = High, and Segment__c = Strategic; return due date, status, priority, customer segment, and any dashboard links or references.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Salesforce for renewal tasks due 2024-07-08 to 2024-07-12 with status Not Started, priority High, and Segment__c Strategic; include due date, status, priority, customer segment, and dashboard tie-ins.", + "x": "None" + }, + "turns": [ + { + "turn_index": 0, + "user": "I need the upcoming tasks on the renewal docket.", + "prompt": "You are the Salesforce customer success workflow planner turning staggered CS notes into actionable task filters.\n\nGather the due date window, status, priority, and customer segment across turns.\n\nDocument any dashboard tie-ins if they emerge.\n\nUser: I need the upcoming tasks on the renewal docket.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve upcoming tasks on the renewal docket; gather due date window (upcoming), status, priority, and customer segment; document any dashboard tie-ins if available.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for upcoming renewal tasks, returning due date, status, priority, customer segment, and associated dashboard links or references.\n- x: null" + }, + { + "turn_index": 1, + "user": "Show tasks due between July 8 2024 and July 12 2024 that are still 'Not Started'.", + "prompt": "You are the Salesforce customer success workflow planner turning staggered CS notes into actionable task filters.\n\nGather the due date window, status, priority, and customer segment across turns.\n\nDocument any dashboard tie-ins if they emerge.\n\nConversation so far:\nUser: I need the upcoming tasks on the renewal docket.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve upcoming tasks on the renewal docket; gather due date window (upcoming), status, priority, and customer segment; document any dashboard tie-ins if available.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for upcoming renewal tasks, returning due date, status, priority, customer segment, and associated dashboard links or references.\n- x: null\n\nUser: Show tasks due between July 8 2024 and July 12 2024 that are still 'Not Started'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve tasks on the renewal docket due BETWEEN 2024-07-08 and 2024-07-12 with status 'Not Started'; return due date, status, priority, customer segment, and any dashboard links or references.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for renewal tasks due 2024-07-08 to 2024-07-12 with status Not Started; include due date, status, priority, customer segment, and dashboard tie-ins.\n- x: None" + }, + { + "turn_index": 2, + "user": "Keep Priority = High and only for Segment__c = Strategic so I can balance the renewal cockpit.", + "prompt": "You are the Salesforce customer success workflow planner turning staggered CS notes into actionable task filters.\n\nGather the due date window, status, priority, and customer segment across turns.\n\nDocument any dashboard tie-ins if they emerge.\n\nConversation so far:\nUser: I need the upcoming tasks on the renewal docket.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve upcoming tasks on the renewal docket; gather due date window (upcoming), status, priority, and customer segment; document any dashboard tie-ins if available.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for upcoming renewal tasks, returning due date, status, priority, customer segment, and associated dashboard links or references.\n- x: null\nUser: Show tasks due between July 8 2024 and July 12 2024 that are still 'Not Started'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve tasks on the renewal docket due BETWEEN 2024-07-08 and 2024-07-12 with status 'Not Started'; return due date, status, priority, customer segment, and any dashboard links or references.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for renewal tasks due 2024-07-08 to 2024-07-12 with status Not Started; include due date, status, priority, customer segment, and dashboard tie-ins.\n- x: None\n\nUser: Keep Priority = High and only for Segment__c = Strategic so I can balance the renewal cockpit.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve tasks on the renewal docket due BETWEEN 2024-07-08 and 2024-07-12 with status 'Not Started', priority = High, and Segment__c = Strategic; return due date, status, priority, customer segment, and any dashboard links or references.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for renewal tasks due 2024-07-08 to 2024-07-12 with status Not Started, priority High, and Segment__c Strategic; include due date, status, priority, customer segment, and dashboard tie-ins.\n- x: None" + } + ], + "matched_fragments": [ + "Priority = High", + "Segment__c = Strategic" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T08:34:22.841491+00:00", + "idx": 6, + "task": "Spot ServiceNow knowledge articles requiring refresh", + "prompt": "You are the ServiceNow knowledge lifecycle owner translating editorial pings into targeted review lists.\n\nCollect the knowledge base, workflow state, review flag, and aging rule clarified over turns.\n\nNote any spreadsheet or dashboard the editor references.\n\nConversation so far:\nUser: Which articles should we refresh?\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard.\n- x_help_depends_on: null\n- x_help_api_task: Analyze editorial pings and the specified criteria (knowledge base, workflow state, review flag, aging rule, referenced spreadsheet/dashboard) to produce a targeted list of articles to refresh.\n- x: {\n \"help_api_result\": {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Check the API endpoint, network connectivity, and credentials.\",\n \"If issue persists, consult API logs or provider support for error details.\"\n ]\n }\n}\nUser: Stay within the 'Customer Support Hub' knowledge base.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard. Scope: 'Customer Support Hub' knowledge base only.\n- x_help_depends_on: null\n- x_help_api_task: Analyze editorial pings and the specified criteria (knowledge base, workflow state, review flag, aging rule, referenced spreadsheet/dashboard) to produce a targeted list of articles to refresh.\n- x: {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Check the API endpoint, network connectivity, and credentials.\",\n \"If the issue persists, consult API logs or provider support for error details.\"\n ]\n}\n\nUser: Pick the ones still Published with Review_Required = true that expire within 21 days; it's for the quarterly maintenance sheet.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9H9J0JS4PG0WKMPF1V9H5EK", + "status": "completed", + "output_text": "Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard. Scope: 'Customer Support Hub' knowledge base only. Filter: workflow state = Published, Review_Required = true, expiration within 21 days. For the quarterly maintenance sheet.\n- x_help_depends_on: null\n- x_help_api_task: Analyze editorial pings and KB metadata to return Customer Support Hub articles that are Published, have Review_Required=true, and expire within 21 days; include knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet/dashboard; format results for the quarterly maintenance sheet.\n- x: {\n \"help_api_result\": {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"raw_response\": \"\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Verify the help_api endpoint, network connectivity, and credentials.\",\n \"Check API logs for errors, timeouts, or denied requests.\",\n \"If the issue persists, contact the API provider/support and provide request/response details.\"\n ],\n \"notes\": \"No parseable data was returned, so no further extraction is possible.\"\n }\n}", + "expected_fragments": [ + "kb_knowledge.kb_knowledge_base=Customer Support Hub", + "workflow_state=Published", + "Review_Required=true", + "expiration_date = NEXT 21 DAYS" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Spot ServiceNow knowledge articles requiring refresh", + "idx": 6, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-6-1762590603431", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_help_topic" + ], + "result_variable": "x_help_topic" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_help_depends_on" + ], + "result_variable": "x_help_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_help_api_task" + ], + "result_variable": "x_help_api_task" + }, + { + "step_number": 4, + "api_name": "help_api", + "parameters": [ + "x_help_topic", + "x_help_depends_on", + "x_help_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_help_topic": "Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard. Scope: 'Customer Support Hub' knowledge base only. Filter: workflow state = Published, Review_Required = true, expiration within 21 days. For the quarterly maintenance sheet.", + "x_help_depends_on": "null", + "x_help_api_task": "Analyze editorial pings and KB metadata to return Customer Support Hub articles that are Published, have Review_Required=true, and expire within 21 days; include knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet/dashboard; format results for the quarterly maintenance sheet.", + "x": "{\n \"help_api_result\": {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"raw_response\": \"\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Verify the help_api endpoint, network connectivity, and credentials.\",\n \"Check API logs for errors, timeouts, or denied requests.\",\n \"If the issue persists, contact the API provider/support and provide request/response details.\"\n ],\n \"notes\": \"No parseable data was returned, so no further extraction is possible.\"\n }\n}" + } + }, + "variables": { + "x_help_topic": "Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard. Scope: 'Customer Support Hub' knowledge base only. Filter: workflow state = Published, Review_Required = true, expiration within 21 days. For the quarterly maintenance sheet.", + "x_help_depends_on": "null", + "x_help_api_task": "Analyze editorial pings and KB metadata to return Customer Support Hub articles that are Published, have Review_Required=true, and expire within 21 days; include knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet/dashboard; format results for the quarterly maintenance sheet.", + "x": "{\n \"help_api_result\": {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"raw_response\": \"\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Verify the help_api endpoint, network connectivity, and credentials.\",\n \"Check API logs for errors, timeouts, or denied requests.\",\n \"If the issue persists, contact the API provider/support and provide request/response details.\"\n ],\n \"notes\": \"No parseable data was returned, so no further extraction is possible.\"\n }\n}" + }, + "turns": [ + { + "turn_index": 0, + "user": "Which articles should we refresh?", + "prompt": "You are the ServiceNow knowledge lifecycle owner translating editorial pings into targeted review lists.\n\nCollect the knowledge base, workflow state, review flag, and aging rule clarified over turns.\n\nNote any spreadsheet or dashboard the editor references.\n\nUser: Which articles should we refresh?", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard.\n- x_help_depends_on: null\n- x_help_api_task: Analyze editorial pings and the specified criteria (knowledge base, workflow state, review flag, aging rule, referenced spreadsheet/dashboard) to produce a targeted list of articles to refresh.\n- x: {\n \"help_api_result\": {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Check the API endpoint, network connectivity, and credentials.\",\n \"If issue persists, consult API logs or provider support for error details.\"\n ]\n }\n}" + }, + { + "turn_index": 1, + "user": "Stay within the 'Customer Support Hub' knowledge base.", + "prompt": "You are the ServiceNow knowledge lifecycle owner translating editorial pings into targeted review lists.\n\nCollect the knowledge base, workflow state, review flag, and aging rule clarified over turns.\n\nNote any spreadsheet or dashboard the editor references.\n\nConversation so far:\nUser: Which articles should we refresh?\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard.\n- x_help_depends_on: null\n- x_help_api_task: Analyze editorial pings and the specified criteria (knowledge base, workflow state, review flag, aging rule, referenced spreadsheet/dashboard) to produce a targeted list of articles to refresh.\n- x: {\n \"help_api_result\": {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Check the API endpoint, network connectivity, and credentials.\",\n \"If issue persists, consult API logs or provider support for error details.\"\n ]\n }\n}\n\nUser: Stay within the 'Customer Support Hub' knowledge base.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard. Scope: 'Customer Support Hub' knowledge base only.\n- x_help_depends_on: null\n- x_help_api_task: Analyze editorial pings and the specified criteria (knowledge base, workflow state, review flag, aging rule, referenced spreadsheet/dashboard) to produce a targeted list of articles to refresh.\n- x: {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Check the API endpoint, network connectivity, and credentials.\",\n \"If the issue persists, consult API logs or provider support for error details.\"\n ]\n}" + }, + { + "turn_index": 2, + "user": "Pick the ones still Published with Review_Required = true that expire within 21 days; it's for the quarterly maintenance sheet.", + "prompt": "You are the ServiceNow knowledge lifecycle owner translating editorial pings into targeted review lists.\n\nCollect the knowledge base, workflow state, review flag, and aging rule clarified over turns.\n\nNote any spreadsheet or dashboard the editor references.\n\nConversation so far:\nUser: Which articles should we refresh?\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard.\n- x_help_depends_on: null\n- x_help_api_task: Analyze editorial pings and the specified criteria (knowledge base, workflow state, review flag, aging rule, referenced spreadsheet/dashboard) to produce a targeted list of articles to refresh.\n- x: {\n \"help_api_result\": {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Check the API endpoint, network connectivity, and credentials.\",\n \"If issue persists, consult API logs or provider support for error details.\"\n ]\n }\n}\nUser: Stay within the 'Customer Support Hub' knowledge base.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard. Scope: 'Customer Support Hub' knowledge base only.\n- x_help_depends_on: null\n- x_help_api_task: Analyze editorial pings and the specified criteria (knowledge base, workflow state, review flag, aging rule, referenced spreadsheet/dashboard) to produce a targeted list of articles to refresh.\n- x: {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Check the API endpoint, network connectivity, and credentials.\",\n \"If the issue persists, consult API logs or provider support for error details.\"\n ]\n}\n\nUser: Pick the ones still Published with Review_Required = true that expire within 21 days; it's for the quarterly maintenance sheet.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Which knowledge base articles should be refreshed? Collect knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet or dashboard. Scope: 'Customer Support Hub' knowledge base only. Filter: workflow state = Published, Review_Required = true, expiration within 21 days. For the quarterly maintenance sheet.\n- x_help_depends_on: null\n- x_help_api_task: Analyze editorial pings and KB metadata to return Customer Support Hub articles that are Published, have Review_Required=true, and expire within 21 days; include knowledge base, workflow state, review flag, aging rule, and any referenced spreadsheet/dashboard; format results for the quarterly maintenance sheet.\n- x: {\n \"help_api_result\": {\n \"status\": \"empty_response\",\n \"details\": \"The help_api returned an empty string (no data).\",\n \"raw_response\": \"\",\n \"recommended_actions\": [\n \"Retry the API call.\",\n \"Verify the help_api endpoint, network connectivity, and credentials.\",\n \"Check API logs for errors, timeouts, or denied requests.\",\n \"If the issue persists, contact the API provider/support and provide request/response details.\"\n ],\n \"notes\": \"No parseable data was returned, so no further extraction is possible.\"\n }\n}" + } + ], + "matched_fragments": [ + "Review_Required=true" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T08:41:16.574554+00:00", + "idx": 7, + "task": "Target Salesforce contacts for partner enablement", + "prompt": "You are the Salesforce partner operations steward distilling channel lead requests into precise contact segments.\n\nLock down the parent account tier, region, and returned fields that emerge during clarifying dialogue.\n\nCapture any launch workspace callouts.\n\nConversation so far:\nUser: Need the healthcare partners for the rollout.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve partner accounts in the 'Healthcare' industry for the rollout. Lock down Parent Account Tier and Region during clarifying dialogue. Return fields: Account.Name, Account.Id, Parent.Tier, Region, Primary_Contact.FirstName, Primary_Contact.LastName, Primary_Contact.Email, Primary_Contact.Phone, Launch_Workspace_Callouts__c.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify healthcare partners for the rollout and prepare contact segment with locked Parent Account Tier, Region, and launch workspace callouts\n- x: null\nUser: Account tier must be 'Premier'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve partner accounts in the 'Healthcare' industry for the rollout. Parent Account Tier='Premier'. Lock down Region during clarifying dialogue. Return fields: Account.Name, Account.Id, Parent.Tier, Region, Primary_Contact.FirstName, Primary_Contact.LastName, Primary_Contact.Email, Primary_Contact.Phone, Launch_Workspace_Callouts__c.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify healthcare partners for the rollout and prepare contact segment with Parent Account Tier set to 'Premier', locked Region, and include launch workspace callouts\n- x: None\n\nUser: Only where Account.Region__c = EMEA and give me Contact Full Name, Title, Mobile so I can seed the partner enablement plan.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9H9YGN3J7KTWRT1H51ZDQGD", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve partner accounts in the 'Healthcare' industry for the rollout where Parent Account Tier='Premier' and Account.Region__c='EMEA'. Return fields: Account.Name, Account.Id, Parent.Tier, Account.Region__c, Primary_Contact.FullName, Primary_Contact.Title, Primary_Contact.Mobile, Launch_Workspace_Callouts__c. Lock down Parent Account Tier, Region, and returned fields; capture Launch_Workspace_Callouts__c.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify healthcare partners in EMEA with Parent Account Tier 'Premier' and prepare contact segment with Contact Full Name, Title, Mobile, and include launch workspace callouts to seed the partner enablement plan\n- x: null", + "expected_fragments": [ + "Account.Tier__c = Premier", + "Account.Region__c = EMEA", + "Fields: Name, Title, MobilePhone" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Target Salesforce contacts for partner enablement", + "idx": 7, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-7-1762590867842", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Retrieve partner accounts in the 'Healthcare' industry for the rollout where Parent Account Tier='Premier' and Account.Region__c='EMEA'. Return fields: Account.Name, Account.Id, Parent.Tier, Account.Region__c, Primary_Contact.FullName, Primary_Contact.Title, Primary_Contact.Mobile, Launch_Workspace_Callouts__c. Lock down Parent Account Tier, Region, and returned fields; capture Launch_Workspace_Callouts__c.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Identify healthcare partners in EMEA with Parent Account Tier 'Premier' and prepare contact segment with Contact Full Name, Title, Mobile, and include launch workspace callouts to seed the partner enablement plan", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Retrieve partner accounts in the 'Healthcare' industry for the rollout where Parent Account Tier='Premier' and Account.Region__c='EMEA'. Return fields: Account.Name, Account.Id, Parent.Tier, Account.Region__c, Primary_Contact.FullName, Primary_Contact.Title, Primary_Contact.Mobile, Launch_Workspace_Callouts__c. Lock down Parent Account Tier, Region, and returned fields; capture Launch_Workspace_Callouts__c.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Identify healthcare partners in EMEA with Parent Account Tier 'Premier' and prepare contact segment with Contact Full Name, Title, Mobile, and include launch workspace callouts to seed the partner enablement plan", + "x": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need the healthcare partners for the rollout.", + "prompt": "You are the Salesforce partner operations steward distilling channel lead requests into precise contact segments.\n\nLock down the parent account tier, region, and returned fields that emerge during clarifying dialogue.\n\nCapture any launch workspace callouts.\n\nUser: Need the healthcare partners for the rollout.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve partner accounts in the 'Healthcare' industry for the rollout. Lock down Parent Account Tier and Region during clarifying dialogue. Return fields: Account.Name, Account.Id, Parent.Tier, Region, Primary_Contact.FirstName, Primary_Contact.LastName, Primary_Contact.Email, Primary_Contact.Phone, Launch_Workspace_Callouts__c.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify healthcare partners for the rollout and prepare contact segment with locked Parent Account Tier, Region, and launch workspace callouts\n- x: null" + }, + { + "turn_index": 1, + "user": "Account tier must be 'Premier'.", + "prompt": "You are the Salesforce partner operations steward distilling channel lead requests into precise contact segments.\n\nLock down the parent account tier, region, and returned fields that emerge during clarifying dialogue.\n\nCapture any launch workspace callouts.\n\nConversation so far:\nUser: Need the healthcare partners for the rollout.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve partner accounts in the 'Healthcare' industry for the rollout. Lock down Parent Account Tier and Region during clarifying dialogue. Return fields: Account.Name, Account.Id, Parent.Tier, Region, Primary_Contact.FirstName, Primary_Contact.LastName, Primary_Contact.Email, Primary_Contact.Phone, Launch_Workspace_Callouts__c.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify healthcare partners for the rollout and prepare contact segment with locked Parent Account Tier, Region, and launch workspace callouts\n- x: null\n\nUser: Account tier must be 'Premier'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve partner accounts in the 'Healthcare' industry for the rollout. Parent Account Tier='Premier'. Lock down Region during clarifying dialogue. Return fields: Account.Name, Account.Id, Parent.Tier, Region, Primary_Contact.FirstName, Primary_Contact.LastName, Primary_Contact.Email, Primary_Contact.Phone, Launch_Workspace_Callouts__c.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify healthcare partners for the rollout and prepare contact segment with Parent Account Tier set to 'Premier', locked Region, and include launch workspace callouts\n- x: None" + }, + { + "turn_index": 2, + "user": "Only where Account.Region__c = EMEA and give me Contact Full Name, Title, Mobile so I can seed the partner enablement plan.", + "prompt": "You are the Salesforce partner operations steward distilling channel lead requests into precise contact segments.\n\nLock down the parent account tier, region, and returned fields that emerge during clarifying dialogue.\n\nCapture any launch workspace callouts.\n\nConversation so far:\nUser: Need the healthcare partners for the rollout.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve partner accounts in the 'Healthcare' industry for the rollout. Lock down Parent Account Tier and Region during clarifying dialogue. Return fields: Account.Name, Account.Id, Parent.Tier, Region, Primary_Contact.FirstName, Primary_Contact.LastName, Primary_Contact.Email, Primary_Contact.Phone, Launch_Workspace_Callouts__c.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify healthcare partners for the rollout and prepare contact segment with locked Parent Account Tier, Region, and launch workspace callouts\n- x: null\nUser: Account tier must be 'Premier'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve partner accounts in the 'Healthcare' industry for the rollout. Parent Account Tier='Premier'. Lock down Region during clarifying dialogue. Return fields: Account.Name, Account.Id, Parent.Tier, Region, Primary_Contact.FirstName, Primary_Contact.LastName, Primary_Contact.Email, Primary_Contact.Phone, Launch_Workspace_Callouts__c.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify healthcare partners for the rollout and prepare contact segment with Parent Account Tier set to 'Premier', locked Region, and include launch workspace callouts\n- x: None\n\nUser: Only where Account.Region__c = EMEA and give me Contact Full Name, Title, Mobile so I can seed the partner enablement plan.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve partner accounts in the 'Healthcare' industry for the rollout where Parent Account Tier='Premier' and Account.Region__c='EMEA'. Return fields: Account.Name, Account.Id, Parent.Tier, Account.Region__c, Primary_Contact.FullName, Primary_Contact.Title, Primary_Contact.Mobile, Launch_Workspace_Callouts__c. Lock down Parent Account Tier, Region, and returned fields; capture Launch_Workspace_Callouts__c.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify healthcare partners in EMEA with Parent Account Tier 'Premier' and prepare contact segment with Contact Full Name, Title, Mobile, and include launch workspace callouts to seed the partner enablement plan\n- x: null" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T08:44:47.215716+00:00", + "idx": 8, + "task": "Collect ServiceNow problem records for reliability review", + "prompt": "You are the ServiceNow problem management analyst stitching scattered follow-ups into a refined query.\n\nCapture the impact, state, and creation window finalized through the back-and-forth.\n\nRecord any dependency exports they cite.\n\nConversation so far:\nUser: Pull the Known Errors we still owe updates on.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEKnown Error^state!=7^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Pull Known Errors we still owe updates on; capture impact, state, and creation window; record any dependency exports cited\n- x: The ServiceNow query completed successfully but returned no incidents (0). If you expected results, check that your search filters, timeframe, and query parameters are correct, and verify you have permission to view incidents. You can retry the query with broader criteria or create a new incident if needed \u2014 tell me what filters or actions you want and I can run it or help draft a new incident.\nUser: Impact must be High.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEKnown Error^state!=7^active=true^impact=1\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Pull Known Errors we still owe updates on; impact must be High; capture impact, state, and creation window; record any dependency exports cited\n- x: The ServiceNow query completed successfully but returned no incidents.\n\nSuggestions and next steps:\n- Check your search filters and timeframe (e.g., assignment group, state, priority, sys_created_on). Narrow filters or expand the date range (start/end).\n- Verify you have permission to view incidents in that instance/assignment group.\n- Confirm the query parameters (fields, table) and that you're pointed at the correct instance/environment.\n- Try rerunning with broader criteria (remove non-essential filters) or switch state to include Closed/Resolved if relevant.\n\nI can do one of these for you \u2014 tell me which you want:\n1) Rerun the query with broader criteria (tell me which filters to change or which timeframe to use). \n2) Create a new incident (if you expected one to exist). If so, provide: short description, detailed description, urgency/priority, assignment group, and caller. \n3) Troubleshoot permissions or query syntax \u2014 tell me what filters you used and I\u2019ll suggest exact changes.\n\nWhich would you like me to do?\n\nUser: Anything created in the last 60 days, and yes confirm state is 'Known Error' for the reliability scorecard export.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HA4R10V8DHDK6T46VTSHP1", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEKnown Error^state=Known Error^active=true^impact=1^sys_created_onONLast60days\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Pull Known Errors we still owe updates on; impact must be High; created in the last 60 days; confirm state is 'Known Error' for the reliability scorecard export; capture impact, state, and creation window; record any dependency exports cited\n- x: {\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The ServiceNow query completed successfully but returned no incidents.\",\n \"suggestions\": [\n \"Check and broaden search filters (assignment group, state, priority, sys_created_on).\",\n \"Expand the date range (start/end) or include Closed/Resolved states.\",\n \"Verify you have permission to view incidents in this instance/assignment group.\",\n \"Confirm the query parameters (fields, table) and that you're pointed at the correct instance/environment.\",\n \"If you expected an incident, consider creating a new one.\"\n ],\n \"nextSteps\": [\n {\n \"option\": 1,\n \"action\": \"Rerun query with broader criteria\",\n \"requiredInput\": \"Tell me which filters to change (e.g., date range, assignment group, state) or say 'broaden all' to remove non-essential filters.\"\n },\n {\n \"option\": 2,\n \"action\": \"Create a new incident\",\n \"requiredInput\": \"Provide incident details: short_description, description, priority, assignment_group (optional), caller_id (optional), and any attachments.\"\n },\n {\n \"option\": 3,\n \"action\": \"Verify permissions and instance\",\n \"requiredInput\": \"Confirm whether you have access to the target instance and permission to view incidents, or provide the correct instance identifier.\"\n }\n ],\n \"prompt\": \"Which of the above would you like me to do? Provide the filters to change for option 1, or the incident details for option 2, or confirm permissions/instance for option 3.\"\n}", + "expected_fragments": [ + "impact=High", + "state=Known Error", + "sys_created_on = LAST 60 DAYS" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Collect ServiceNow problem records for reliability review", + "idx": 8, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-8-1762591281575", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "short_descriptionLIKEKnown Error^state=Known Error^active=true^impact=1^sys_created_onONLast60days", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Pull Known Errors we still owe updates on; impact must be High; created in the last 60 days; confirm state is 'Known Error' for the reliability scorecard export; capture impact, state, and creation window; record any dependency exports cited", + "x": "{\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The ServiceNow query completed successfully but returned no incidents.\",\n \"suggestions\": [\n \"Check and broaden search filters (assignment group, state, priority, sys_created_on).\",\n \"Expand the date range (start/end) or include Closed/Resolved states.\",\n \"Verify you have permission to view incidents in this instance/assignment group.\",\n \"Confirm the query parameters (fields, table) and that you're pointed at the correct instance/environment.\",\n \"If you expected an incident, consider creating a new one.\"\n ],\n \"nextSteps\": [\n {\n \"option\": 1,\n \"action\": \"Rerun query with broader criteria\",\n \"requiredInput\": \"Tell me which filters to change (e.g., date range, assignment group, state) or say 'broaden all' to remove non-essential filters.\"\n },\n {\n \"option\": 2,\n \"action\": \"Create a new incident\",\n \"requiredInput\": \"Provide incident details: short_description, description, priority, assignment_group (optional), caller_id (optional), and any attachments.\"\n },\n {\n \"option\": 3,\n \"action\": \"Verify permissions and instance\",\n \"requiredInput\": \"Confirm whether you have access to the target instance and permission to view incidents, or provide the correct instance identifier.\"\n }\n ],\n \"prompt\": \"Which of the above would you like me to do? Provide the filters to change for option 1, or the incident details for option 2, or confirm permissions/instance for option 3.\"\n}" + } + }, + "variables": { + "x_incident_query": "short_descriptionLIKEKnown Error^state=Known Error^active=true^impact=1^sys_created_onONLast60days", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Pull Known Errors we still owe updates on; impact must be High; created in the last 60 days; confirm state is 'Known Error' for the reliability scorecard export; capture impact, state, and creation window; record any dependency exports cited", + "x": "{\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The ServiceNow query completed successfully but returned no incidents.\",\n \"suggestions\": [\n \"Check and broaden search filters (assignment group, state, priority, sys_created_on).\",\n \"Expand the date range (start/end) or include Closed/Resolved states.\",\n \"Verify you have permission to view incidents in this instance/assignment group.\",\n \"Confirm the query parameters (fields, table) and that you're pointed at the correct instance/environment.\",\n \"If you expected an incident, consider creating a new one.\"\n ],\n \"nextSteps\": [\n {\n \"option\": 1,\n \"action\": \"Rerun query with broader criteria\",\n \"requiredInput\": \"Tell me which filters to change (e.g., date range, assignment group, state) or say 'broaden all' to remove non-essential filters.\"\n },\n {\n \"option\": 2,\n \"action\": \"Create a new incident\",\n \"requiredInput\": \"Provide incident details: short_description, description, priority, assignment_group (optional), caller_id (optional), and any attachments.\"\n },\n {\n \"option\": 3,\n \"action\": \"Verify permissions and instance\",\n \"requiredInput\": \"Confirm whether you have access to the target instance and permission to view incidents, or provide the correct instance identifier.\"\n }\n ],\n \"prompt\": \"Which of the above would you like me to do? Provide the filters to change for option 1, or the incident details for option 2, or confirm permissions/instance for option 3.\"\n}" + }, + "turns": [ + { + "turn_index": 0, + "user": "Pull the Known Errors we still owe updates on.", + "prompt": "You are the ServiceNow problem management analyst stitching scattered follow-ups into a refined query.\n\nCapture the impact, state, and creation window finalized through the back-and-forth.\n\nRecord any dependency exports they cite.\n\nUser: Pull the Known Errors we still owe updates on.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEKnown Error^state!=7^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Pull Known Errors we still owe updates on; capture impact, state, and creation window; record any dependency exports cited\n- x: The ServiceNow query completed successfully but returned no incidents (0). If you expected results, check that your search filters, timeframe, and query parameters are correct, and verify you have permission to view incidents. You can retry the query with broader criteria or create a new incident if needed \u2014 tell me what filters or actions you want and I can run it or help draft a new incident." + }, + { + "turn_index": 1, + "user": "Impact must be High.", + "prompt": "You are the ServiceNow problem management analyst stitching scattered follow-ups into a refined query.\n\nCapture the impact, state, and creation window finalized through the back-and-forth.\n\nRecord any dependency exports they cite.\n\nConversation so far:\nUser: Pull the Known Errors we still owe updates on.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEKnown Error^state!=7^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Pull Known Errors we still owe updates on; capture impact, state, and creation window; record any dependency exports cited\n- x: The ServiceNow query completed successfully but returned no incidents (0). If you expected results, check that your search filters, timeframe, and query parameters are correct, and verify you have permission to view incidents. You can retry the query with broader criteria or create a new incident if needed \u2014 tell me what filters or actions you want and I can run it or help draft a new incident.\n\nUser: Impact must be High.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEKnown Error^state!=7^active=true^impact=1\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Pull Known Errors we still owe updates on; impact must be High; capture impact, state, and creation window; record any dependency exports cited\n- x: The ServiceNow query completed successfully but returned no incidents.\n\nSuggestions and next steps:\n- Check your search filters and timeframe (e.g., assignment group, state, priority, sys_created_on). Narrow filters or expand the date range (start/end).\n- Verify you have permission to view incidents in that instance/assignment group.\n- Confirm the query parameters (fields, table) and that you're pointed at the correct instance/environment.\n- Try rerunning with broader criteria (remove non-essential filters) or switch state to include Closed/Resolved if relevant.\n\nI can do one of these for you \u2014 tell me which you want:\n1) Rerun the query with broader criteria (tell me which filters to change or which timeframe to use). \n2) Create a new incident (if you expected one to exist). If so, provide: short description, detailed description, urgency/priority, assignment group, and caller. \n3) Troubleshoot permissions or query syntax \u2014 tell me what filters you used and I\u2019ll suggest exact changes.\n\nWhich would you like me to do?" + }, + { + "turn_index": 2, + "user": "Anything created in the last 60 days, and yes confirm state is 'Known Error' for the reliability scorecard export.", + "prompt": "You are the ServiceNow problem management analyst stitching scattered follow-ups into a refined query.\n\nCapture the impact, state, and creation window finalized through the back-and-forth.\n\nRecord any dependency exports they cite.\n\nConversation so far:\nUser: Pull the Known Errors we still owe updates on.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEKnown Error^state!=7^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Pull Known Errors we still owe updates on; capture impact, state, and creation window; record any dependency exports cited\n- x: The ServiceNow query completed successfully but returned no incidents (0). If you expected results, check that your search filters, timeframe, and query parameters are correct, and verify you have permission to view incidents. You can retry the query with broader criteria or create a new incident if needed \u2014 tell me what filters or actions you want and I can run it or help draft a new incident.\nUser: Impact must be High.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEKnown Error^state!=7^active=true^impact=1\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Pull Known Errors we still owe updates on; impact must be High; capture impact, state, and creation window; record any dependency exports cited\n- x: The ServiceNow query completed successfully but returned no incidents.\n\nSuggestions and next steps:\n- Check your search filters and timeframe (e.g., assignment group, state, priority, sys_created_on). Narrow filters or expand the date range (start/end).\n- Verify you have permission to view incidents in that instance/assignment group.\n- Confirm the query parameters (fields, table) and that you're pointed at the correct instance/environment.\n- Try rerunning with broader criteria (remove non-essential filters) or switch state to include Closed/Resolved if relevant.\n\nI can do one of these for you \u2014 tell me which you want:\n1) Rerun the query with broader criteria (tell me which filters to change or which timeframe to use). \n2) Create a new incident (if you expected one to exist). If so, provide: short description, detailed description, urgency/priority, assignment group, and caller. \n3) Troubleshoot permissions or query syntax \u2014 tell me what filters you used and I\u2019ll suggest exact changes.\n\nWhich would you like me to do?\n\nUser: Anything created in the last 60 days, and yes confirm state is 'Known Error' for the reliability scorecard export.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEKnown Error^state=Known Error^active=true^impact=1^sys_created_onONLast60days\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,impact,state,sys_created_on,assignment_group,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Pull Known Errors we still owe updates on; impact must be High; created in the last 60 days; confirm state is 'Known Error' for the reliability scorecard export; capture impact, state, and creation window; record any dependency exports cited\n- x: {\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The ServiceNow query completed successfully but returned no incidents.\",\n \"suggestions\": [\n \"Check and broaden search filters (assignment group, state, priority, sys_created_on).\",\n \"Expand the date range (start/end) or include Closed/Resolved states.\",\n \"Verify you have permission to view incidents in this instance/assignment group.\",\n \"Confirm the query parameters (fields, table) and that you're pointed at the correct instance/environment.\",\n \"If you expected an incident, consider creating a new one.\"\n ],\n \"nextSteps\": [\n {\n \"option\": 1,\n \"action\": \"Rerun query with broader criteria\",\n \"requiredInput\": \"Tell me which filters to change (e.g., date range, assignment group, state) or say 'broaden all' to remove non-essential filters.\"\n },\n {\n \"option\": 2,\n \"action\": \"Create a new incident\",\n \"requiredInput\": \"Provide incident details: short_description, description, priority, assignment_group (optional), caller_id (optional), and any attachments.\"\n },\n {\n \"option\": 3,\n \"action\": \"Verify permissions and instance\",\n \"requiredInput\": \"Confirm whether you have access to the target instance and permission to view incidents, or provide the correct instance identifier.\"\n }\n ],\n \"prompt\": \"Which of the above would you like me to do? Provide the filters to change for option 1, or the incident details for option 2, or confirm permissions/instance for option 3.\"\n}" + } + ], + "matched_fragments": [ + "state=Known Error" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T08:48:41.282877+00:00", + "idx": 9, + "task": "Queue Salesforce cases awaiting customer outreach", + "prompt": "You are the Salesforce support operations planner translating staggered success notes into case filters.\n\nPin down the status, origin, priority, and return fields after the multi-turn clarification.\n\nInclude dashboards if the requester mentions them.\n\nConversation so far:\nUser: Which cases are still waiting on customers?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter cases with status 'Waiting on Customer'; origin: any (not specified); priority: any (not specified); return fields: number,subject,status,origin,priority,owner,lastModifiedDate\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve cases that are waiting on customers and return key fields (number, subject, status, origin, priority, owner, lastModifiedDate)\n- x: None\nUser: Filter to Origin = 'Email'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter cases with status 'Waiting on Customer' AND origin 'Email'; priority: any (not specified); return fields: number,subject,status,origin,priority,owner,lastModifiedDate\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve cases waiting on customers with origin Email and return number, subject, status, origin, priority, owner, lastModifiedDate\n- x: null\n\nUser: Only Priority = High, and return CaseNumber plus Owner.Email for the escalation dashboard refresh.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HACE3MGHGAA8A92TMQXAXX", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter cases with status 'Waiting on Customer' AND origin 'Email' AND priority 'High'; return fields: CaseNumber, Owner.Email for escalation dashboard refresh\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve cases waiting on customer with origin Email and priority High for escalation dashboard refresh, returning CaseNumber and Owner.Email\n- x: null", + "expected_fragments": [ + "Status = Waiting on Customer", + "Origin = Email", + "Priority = High", + "Fields: CaseNumber, Owner.Email" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Queue Salesforce cases awaiting customer outreach", + "idx": 9, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-9-1762591492216", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Filter cases with status 'Waiting on Customer' AND origin 'Email' AND priority 'High'; return fields: CaseNumber, Owner.Email for escalation dashboard refresh", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Retrieve cases waiting on customer with origin Email and priority High for escalation dashboard refresh, returning CaseNumber and Owner.Email", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Filter cases with status 'Waiting on Customer' AND origin 'Email' AND priority 'High'; return fields: CaseNumber, Owner.Email for escalation dashboard refresh", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Retrieve cases waiting on customer with origin Email and priority High for escalation dashboard refresh, returning CaseNumber and Owner.Email", + "x": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Which cases are still waiting on customers?", + "prompt": "You are the Salesforce support operations planner translating staggered success notes into case filters.\n\nPin down the status, origin, priority, and return fields after the multi-turn clarification.\n\nInclude dashboards if the requester mentions them.\n\nUser: Which cases are still waiting on customers?", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter cases with status 'Waiting on Customer'; origin: any (not specified); priority: any (not specified); return fields: number,subject,status,origin,priority,owner,lastModifiedDate\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve cases that are waiting on customers and return key fields (number, subject, status, origin, priority, owner, lastModifiedDate)\n- x: None" + }, + { + "turn_index": 1, + "user": "Filter to Origin = 'Email'.", + "prompt": "You are the Salesforce support operations planner translating staggered success notes into case filters.\n\nPin down the status, origin, priority, and return fields after the multi-turn clarification.\n\nInclude dashboards if the requester mentions them.\n\nConversation so far:\nUser: Which cases are still waiting on customers?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter cases with status 'Waiting on Customer'; origin: any (not specified); priority: any (not specified); return fields: number,subject,status,origin,priority,owner,lastModifiedDate\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve cases that are waiting on customers and return key fields (number, subject, status, origin, priority, owner, lastModifiedDate)\n- x: None\n\nUser: Filter to Origin = 'Email'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter cases with status 'Waiting on Customer' AND origin 'Email'; priority: any (not specified); return fields: number,subject,status,origin,priority,owner,lastModifiedDate\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve cases waiting on customers with origin Email and return number, subject, status, origin, priority, owner, lastModifiedDate\n- x: null" + }, + { + "turn_index": 2, + "user": "Only Priority = High, and return CaseNumber plus Owner.Email for the escalation dashboard refresh.", + "prompt": "You are the Salesforce support operations planner translating staggered success notes into case filters.\n\nPin down the status, origin, priority, and return fields after the multi-turn clarification.\n\nInclude dashboards if the requester mentions them.\n\nConversation so far:\nUser: Which cases are still waiting on customers?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter cases with status 'Waiting on Customer'; origin: any (not specified); priority: any (not specified); return fields: number,subject,status,origin,priority,owner,lastModifiedDate\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve cases that are waiting on customers and return key fields (number, subject, status, origin, priority, owner, lastModifiedDate)\n- x: None\nUser: Filter to Origin = 'Email'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter cases with status 'Waiting on Customer' AND origin 'Email'; priority: any (not specified); return fields: number,subject,status,origin,priority,owner,lastModifiedDate\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve cases waiting on customers with origin Email and return number, subject, status, origin, priority, owner, lastModifiedDate\n- x: null\n\nUser: Only Priority = High, and return CaseNumber plus Owner.Email for the escalation dashboard refresh.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter cases with status 'Waiting on Customer' AND origin 'Email' AND priority 'High'; return fields: CaseNumber, Owner.Email for escalation dashboard refresh\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve cases waiting on customer with origin Email and priority High for escalation dashboard refresh, returning CaseNumber and Owner.Email\n- x: null" + } + ], + "matched_fragments": [ + "Fields: CaseNumber, Owner.Email" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T08:52:41.205384+00:00", + "idx": 10, + "task": "Monitor ServiceNow CI outages for bridge sync", + "prompt": "You are the ServiceNow configuration incident analyst weaving evolving bridge instructions into a solid query.\n\nDocument the configuration item, outage flag, state, and ordering that settle during the conversation.\n\nTrack any dependency notes like bridge summaries if they appear.\n\nConversation so far:\nUser: Need an outage snapshot.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: outage=true^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_updated_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,cmdb_ci,outage,state,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve outage snapshot: incidents flagged as outage, include configuration item, outage flag, state; order by most recently updated\n- x: Summary of API results (service_now_get_incident_api)\n\nQuick totals\n- Total incidents returned: 64\n- By state value:\n - State = 1 (new/open): 37\n - State = 2 (in progress): 20\n - State = 3 (resolved/other): 7\n\nHigh\u2011priority / Critical incidents to triage first\n- INC0010007 \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\" \u2014 updated 2025-10-29 13:16:19 \u2014 state 1\n- INC0010006 \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\" \u2014 updated 2025-10-29 13:16:18 \u2014 state 1\n- INC0010014 \u2014 \"High-priority: Warehouse picking tablets freezing - urgent investigation required\" \u2014 updated 2025-10-29 18:06:41 \u2014 state 1\n- INC0010017 \u2014 \"High priority \u2014 Warehouse picking tablets freezing\" \u2014 updated 2025-10-30 14:45:51 \u2014 state 1\n- INC0010023 \u2014 \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\" \u2014 updated 2025-10-31 18:48:59 \u2014 state 1\n- INC0010015 / INC0010016 \u2014 \"Email verification issue - High priority\" \u2014 updated 2025-10-30 14:42:55 \u2014 state 1\n\nMost-recently updated (timestamp 2025-11-08 08:16:47)\nThese were updated at 2025-11-08 08:16:47 and should be checked for current status and assignments:\n- INC0000015 \u2014 \"Set to In Progress: INC0000015\" \u2014 state 2\n- INC0000016 \u2014 \"Set to In Progress: INC0000016\" \u2014 state 2\n- INC0000018 \u2014 \"Set to In Progress: INC0000018\" \u2014 state 2\n- INC0000025 \u2014 \"Set to In Progress: INC0000025\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/469facd7a9fe1981015830c43428ca2d\n- INC0000031 \u2014 \"Set to In Progress: INC0000031\" \u2014 state 2\n- INC0000051 \u2014 \"Set to In Progress: INC0000051\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e46e5b0a0a0bb4005d1146846c429c\n- INC0000052 \u2014 \"Set to In Progress: INC0000052\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e426be0a0a0bb40046890d90059eaa\n- INC0000053 \u2014 \"Set to In Progress: INC0000053\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e51a2f0a0a0bb4008628d2254c42db\n- INC0000055 \u2014 \"Set to In Progress: INC0000055\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e494480a0a0bb400ad175538708ad9\n- INC0000050 \u2014 \"Set to In Progress: INC0000050\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/281190e3c0a8000b003f593aa3f20ca6\n- INC0000003 \u2014 \"Set to In Progress: INC0000003\" \u2014 state 2\n\nExamples of in-progress incidents with CMDB references (use these links for CI context)\n- INC0000025 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/469facd7a9fe1981015830c43428ca2d\n- INC0000027 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46d15686a9fe19810031d499aed2dfcf\n- INC0000029 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46b8e13ba9fe1981005990e20d315e4a\n- INC0000037 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/0c43b55ac6112275019abd2b247baf31\n- INC0000049 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/5fd00a81c0a8010e011635bd6a50fb64\n- INC0000050 / INC0000051 / INC0000052 / INC0000053 / INC0000055 \u2014 (links listed above)\n\nSuggested next actions\n1. Immediately assign/confirm ownership for the Critical/P1 and \"High priority\" incidents listed above (INC0010006/7 and the related warehouse/tablet incidents).\n2. For incidents updated at 2025-11-08 08:16:47 (many \"Set to In Progress\"), verify assigned resolver groups and next steps \u2014 they may have been moved but not worked on yet.\n3. Use the provided cmdb_ci links for in-progress tickets to identify affected CIs and accelerate troubleshooting.\n4. If you want, I can:\n - produce a CSV/list of incidents filtered by state or priority,\n - return only incidents updated since a given date,\n - or highlight incidents without cmdb_ci that mention high priority (so we can add CI context).\n\nTell me which follow-up you want (e.g., export, filter by state, or only critical incidents) and I\u2019ll prepare it.\nUser: Focus on 'Payment-Gateway-Prod'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: outage=true^active=true^cmdb_ciLIKEPayment-Gateway-Prod\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_updated_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,cmdb_ci,outage,state,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve outage snapshot for Payment-Gateway-Prod: active incidents flagged as outage, include CI, outage flag, state; order by most recently updated\n- x: {\n \"status\": \"success\",\n \"total_incidents\": 0,\n \"incidents\": [],\n \"summary\": \"The ServiceNow API call succeeded but returned no incidents.\",\n \"suggested_next_steps\": [\n \"Verify the query filters (state, assignment group, time range) and retry the request.\",\n \"Confirm the API credentials and user permissions to ensure no access restrictions.\",\n \"If you expected incidents, check for recent changes in the system or contact the ServiceNow administrator.\"\n ]\n}\n\nUser: Anything with outage = true, state In Progress, ordered by most recent update for the live incident bridge notes.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HAMTE9BMRR3050092CCC3M", + "status": "completed", + "output_text": "Short snapshot (from the outage=true query results)\n\n- Total outage incidents returned: 64\n- Outage incidents In Progress (state = 2): 20\n\nMost-recently updated (timestamp 2025-11-08 08:16:47) \u2014 these are outage=true and currently In Progress; check them first for live bridge notes and assignment/ownership:\n- INC0000015 \u2014 \"Set to In Progress: INC0000015\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47\n- INC0000016 \u2014 \"Set to In Progress: INC0000016\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47\n- INC0000018 \u2014 \"Set to In Progress: INC0000018\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47\n- INC0000025 \u2014 \"Set to In Progress: INC0000025\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/469facd7a9fe1981015830c43428ca2d\n- INC0000031 \u2014 \"Set to In Progress: INC0000031\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47\n- INC0000051 \u2014 \"Set to In Progress: INC0000051\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e46e5b0a0a0bb4005d1146846c429c\n- INC0000052 \u2014 \"Set to In Progress: INC0000052\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e426be0a0a0bb40046890d90059eaa\n- INC0000053 \u2014 \"Set to In Progress: INC0000053\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e51a2f0a0a0bb4008628d2254c42db\n- INC0000055 \u2014 \"Set to In Progress: INC0000055\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e494480a0a0bb400ad175538708ad9\n- INC0000050 \u2014 \"Set to In Progress: INC0000050\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/281190e3c0a8000b003f593aa3f20ca6\n- INC0000003 \u2014 \"Set to In Progress: INC0000003\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47\n\nOther in-progress incidents with CMDB references (use these links for CI context / bridge prep):\n- INC0000027 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46d15686a9fe19810031d499aed2dfcf\n- INC0000029 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46b8e13ba9fe1981005990e20d315e4a\n- INC0000037 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/0c43b55ac6112275019abd2b247baf31\n- INC0000049 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/5fd00a81c0a8010e011635bd6a50fb64\n- (Also referenced above: INC0000025, INC0000050/51/52/53/55)\n\nRecommended immediate actions for the live incident bridge notes\n1. Open the bridge for the incidents listed at 2025-11-08 08:16:47 and confirm assigned resolver groups and bridge owner (they were moved to In Progress but may not have an active bridge note).\n2. Use the provided cmdb_ci links to add CI context to bridge summaries and troubleshooting notes.\n3. If you want, I can produce a CSV of the In Progress outage incidents, return only incidents updated since a given date, or return only critical/high-priority outage incidents to prioritize bridge staffing.\n\nIf you want me to proceed with any of those (CSV, date filter, or only critical incidents), tell me which and I\u2019ll prepare it.", + "expected_fragments": [ + "cmdb_ci=Payment-Gateway-Prod", + "outage=true", + "state=In Progress", + "ORDERBYDESC sys_updated_on" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Monitor ServiceNow CI outages for bridge sync", + "idx": 10, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-10-1762591726283", + "turn_index": 2, + "history_reused": true, + "plan_steps": [], + "plan_step_count": 0, + "variables": {} + }, + "variables": {}, + "turns": [ + { + "turn_index": 0, + "user": "Need an outage snapshot.", + "prompt": "You are the ServiceNow configuration incident analyst weaving evolving bridge instructions into a solid query.\n\nDocument the configuration item, outage flag, state, and ordering that settle during the conversation.\n\nTrack any dependency notes like bridge summaries if they appear.\n\nUser: Need an outage snapshot.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: outage=true^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_updated_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,cmdb_ci,outage,state,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve outage snapshot: incidents flagged as outage, include configuration item, outage flag, state; order by most recently updated\n- x: Summary of API results (service_now_get_incident_api)\n\nQuick totals\n- Total incidents returned: 64\n- By state value:\n - State = 1 (new/open): 37\n - State = 2 (in progress): 20\n - State = 3 (resolved/other): 7\n\nHigh\u2011priority / Critical incidents to triage first\n- INC0010007 \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\" \u2014 updated 2025-10-29 13:16:19 \u2014 state 1\n- INC0010006 \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\" \u2014 updated 2025-10-29 13:16:18 \u2014 state 1\n- INC0010014 \u2014 \"High-priority: Warehouse picking tablets freezing - urgent investigation required\" \u2014 updated 2025-10-29 18:06:41 \u2014 state 1\n- INC0010017 \u2014 \"High priority \u2014 Warehouse picking tablets freezing\" \u2014 updated 2025-10-30 14:45:51 \u2014 state 1\n- INC0010023 \u2014 \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\" \u2014 updated 2025-10-31 18:48:59 \u2014 state 1\n- INC0010015 / INC0010016 \u2014 \"Email verification issue - High priority\" \u2014 updated 2025-10-30 14:42:55 \u2014 state 1\n\nMost-recently updated (timestamp 2025-11-08 08:16:47)\nThese were updated at 2025-11-08 08:16:47 and should be checked for current status and assignments:\n- INC0000015 \u2014 \"Set to In Progress: INC0000015\" \u2014 state 2\n- INC0000016 \u2014 \"Set to In Progress: INC0000016\" \u2014 state 2\n- INC0000018 \u2014 \"Set to In Progress: INC0000018\" \u2014 state 2\n- INC0000025 \u2014 \"Set to In Progress: INC0000025\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/469facd7a9fe1981015830c43428ca2d\n- INC0000031 \u2014 \"Set to In Progress: INC0000031\" \u2014 state 2\n- INC0000051 \u2014 \"Set to In Progress: INC0000051\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e46e5b0a0a0bb4005d1146846c429c\n- INC0000052 \u2014 \"Set to In Progress: INC0000052\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e426be0a0a0bb40046890d90059eaa\n- INC0000053 \u2014 \"Set to In Progress: INC0000053\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e51a2f0a0a0bb4008628d2254c42db\n- INC0000055 \u2014 \"Set to In Progress: INC0000055\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e494480a0a0bb400ad175538708ad9\n- INC0000050 \u2014 \"Set to In Progress: INC0000050\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/281190e3c0a8000b003f593aa3f20ca6\n- INC0000003 \u2014 \"Set to In Progress: INC0000003\" \u2014 state 2\n\nExamples of in-progress incidents with CMDB references (use these links for CI context)\n- INC0000025 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/469facd7a9fe1981015830c43428ca2d\n- INC0000027 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46d15686a9fe19810031d499aed2dfcf\n- INC0000029 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46b8e13ba9fe1981005990e20d315e4a\n- INC0000037 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/0c43b55ac6112275019abd2b247baf31\n- INC0000049 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/5fd00a81c0a8010e011635bd6a50fb64\n- INC0000050 / INC0000051 / INC0000052 / INC0000053 / INC0000055 \u2014 (links listed above)\n\nSuggested next actions\n1. Immediately assign/confirm ownership for the Critical/P1 and \"High priority\" incidents listed above (INC0010006/7 and the related warehouse/tablet incidents).\n2. For incidents updated at 2025-11-08 08:16:47 (many \"Set to In Progress\"), verify assigned resolver groups and next steps \u2014 they may have been moved but not worked on yet.\n3. Use the provided cmdb_ci links for in-progress tickets to identify affected CIs and accelerate troubleshooting.\n4. If you want, I can:\n - produce a CSV/list of incidents filtered by state or priority,\n - return only incidents updated since a given date,\n - or highlight incidents without cmdb_ci that mention high priority (so we can add CI context).\n\nTell me which follow-up you want (e.g., export, filter by state, or only critical incidents) and I\u2019ll prepare it." + }, + { + "turn_index": 1, + "user": "Focus on 'Payment-Gateway-Prod'.", + "prompt": "You are the ServiceNow configuration incident analyst weaving evolving bridge instructions into a solid query.\n\nDocument the configuration item, outage flag, state, and ordering that settle during the conversation.\n\nTrack any dependency notes like bridge summaries if they appear.\n\nConversation so far:\nUser: Need an outage snapshot.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: outage=true^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_updated_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,cmdb_ci,outage,state,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve outage snapshot: incidents flagged as outage, include configuration item, outage flag, state; order by most recently updated\n- x: Summary of API results (service_now_get_incident_api)\n\nQuick totals\n- Total incidents returned: 64\n- By state value:\n - State = 1 (new/open): 37\n - State = 2 (in progress): 20\n - State = 3 (resolved/other): 7\n\nHigh\u2011priority / Critical incidents to triage first\n- INC0010007 \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\" \u2014 updated 2025-10-29 13:16:19 \u2014 state 1\n- INC0010006 \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\" \u2014 updated 2025-10-29 13:16:18 \u2014 state 1\n- INC0010014 \u2014 \"High-priority: Warehouse picking tablets freezing - urgent investigation required\" \u2014 updated 2025-10-29 18:06:41 \u2014 state 1\n- INC0010017 \u2014 \"High priority \u2014 Warehouse picking tablets freezing\" \u2014 updated 2025-10-30 14:45:51 \u2014 state 1\n- INC0010023 \u2014 \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\" \u2014 updated 2025-10-31 18:48:59 \u2014 state 1\n- INC0010015 / INC0010016 \u2014 \"Email verification issue - High priority\" \u2014 updated 2025-10-30 14:42:55 \u2014 state 1\n\nMost-recently updated (timestamp 2025-11-08 08:16:47)\nThese were updated at 2025-11-08 08:16:47 and should be checked for current status and assignments:\n- INC0000015 \u2014 \"Set to In Progress: INC0000015\" \u2014 state 2\n- INC0000016 \u2014 \"Set to In Progress: INC0000016\" \u2014 state 2\n- INC0000018 \u2014 \"Set to In Progress: INC0000018\" \u2014 state 2\n- INC0000025 \u2014 \"Set to In Progress: INC0000025\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/469facd7a9fe1981015830c43428ca2d\n- INC0000031 \u2014 \"Set to In Progress: INC0000031\" \u2014 state 2\n- INC0000051 \u2014 \"Set to In Progress: INC0000051\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e46e5b0a0a0bb4005d1146846c429c\n- INC0000052 \u2014 \"Set to In Progress: INC0000052\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e426be0a0a0bb40046890d90059eaa\n- INC0000053 \u2014 \"Set to In Progress: INC0000053\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e51a2f0a0a0bb4008628d2254c42db\n- INC0000055 \u2014 \"Set to In Progress: INC0000055\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e494480a0a0bb400ad175538708ad9\n- INC0000050 \u2014 \"Set to In Progress: INC0000050\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/281190e3c0a8000b003f593aa3f20ca6\n- INC0000003 \u2014 \"Set to In Progress: INC0000003\" \u2014 state 2\n\nExamples of in-progress incidents with CMDB references (use these links for CI context)\n- INC0000025 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/469facd7a9fe1981015830c43428ca2d\n- INC0000027 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46d15686a9fe19810031d499aed2dfcf\n- INC0000029 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46b8e13ba9fe1981005990e20d315e4a\n- INC0000037 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/0c43b55ac6112275019abd2b247baf31\n- INC0000049 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/5fd00a81c0a8010e011635bd6a50fb64\n- INC0000050 / INC0000051 / INC0000052 / INC0000053 / INC0000055 \u2014 (links listed above)\n\nSuggested next actions\n1. Immediately assign/confirm ownership for the Critical/P1 and \"High priority\" incidents listed above (INC0010006/7 and the related warehouse/tablet incidents).\n2. For incidents updated at 2025-11-08 08:16:47 (many \"Set to In Progress\"), verify assigned resolver groups and next steps \u2014 they may have been moved but not worked on yet.\n3. Use the provided cmdb_ci links for in-progress tickets to identify affected CIs and accelerate troubleshooting.\n4. If you want, I can:\n - produce a CSV/list of incidents filtered by state or priority,\n - return only incidents updated since a given date,\n - or highlight incidents without cmdb_ci that mention high priority (so we can add CI context).\n\nTell me which follow-up you want (e.g., export, filter by state, or only critical incidents) and I\u2019ll prepare it.\n\nUser: Focus on 'Payment-Gateway-Prod'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: outage=true^active=true^cmdb_ciLIKEPayment-Gateway-Prod\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_updated_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,cmdb_ci,outage,state,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve outage snapshot for Payment-Gateway-Prod: active incidents flagged as outage, include CI, outage flag, state; order by most recently updated\n- x: {\n \"status\": \"success\",\n \"total_incidents\": 0,\n \"incidents\": [],\n \"summary\": \"The ServiceNow API call succeeded but returned no incidents.\",\n \"suggested_next_steps\": [\n \"Verify the query filters (state, assignment group, time range) and retry the request.\",\n \"Confirm the API credentials and user permissions to ensure no access restrictions.\",\n \"If you expected incidents, check for recent changes in the system or contact the ServiceNow administrator.\"\n ]\n}" + }, + { + "turn_index": 2, + "user": "Anything with outage = true, state In Progress, ordered by most recent update for the live incident bridge notes.", + "prompt": "You are the ServiceNow configuration incident analyst weaving evolving bridge instructions into a solid query.\n\nDocument the configuration item, outage flag, state, and ordering that settle during the conversation.\n\nTrack any dependency notes like bridge summaries if they appear.\n\nConversation so far:\nUser: Need an outage snapshot.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: outage=true^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_updated_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,cmdb_ci,outage,state,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve outage snapshot: incidents flagged as outage, include configuration item, outage flag, state; order by most recently updated\n- x: Summary of API results (service_now_get_incident_api)\n\nQuick totals\n- Total incidents returned: 64\n- By state value:\n - State = 1 (new/open): 37\n - State = 2 (in progress): 20\n - State = 3 (resolved/other): 7\n\nHigh\u2011priority / Critical incidents to triage first\n- INC0010007 \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\" \u2014 updated 2025-10-29 13:16:19 \u2014 state 1\n- INC0010006 \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\" \u2014 updated 2025-10-29 13:16:18 \u2014 state 1\n- INC0010014 \u2014 \"High-priority: Warehouse picking tablets freezing - urgent investigation required\" \u2014 updated 2025-10-29 18:06:41 \u2014 state 1\n- INC0010017 \u2014 \"High priority \u2014 Warehouse picking tablets freezing\" \u2014 updated 2025-10-30 14:45:51 \u2014 state 1\n- INC0010023 \u2014 \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\" \u2014 updated 2025-10-31 18:48:59 \u2014 state 1\n- INC0010015 / INC0010016 \u2014 \"Email verification issue - High priority\" \u2014 updated 2025-10-30 14:42:55 \u2014 state 1\n\nMost-recently updated (timestamp 2025-11-08 08:16:47)\nThese were updated at 2025-11-08 08:16:47 and should be checked for current status and assignments:\n- INC0000015 \u2014 \"Set to In Progress: INC0000015\" \u2014 state 2\n- INC0000016 \u2014 \"Set to In Progress: INC0000016\" \u2014 state 2\n- INC0000018 \u2014 \"Set to In Progress: INC0000018\" \u2014 state 2\n- INC0000025 \u2014 \"Set to In Progress: INC0000025\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/469facd7a9fe1981015830c43428ca2d\n- INC0000031 \u2014 \"Set to In Progress: INC0000031\" \u2014 state 2\n- INC0000051 \u2014 \"Set to In Progress: INC0000051\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e46e5b0a0a0bb4005d1146846c429c\n- INC0000052 \u2014 \"Set to In Progress: INC0000052\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e426be0a0a0bb40046890d90059eaa\n- INC0000053 \u2014 \"Set to In Progress: INC0000053\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e51a2f0a0a0bb4008628d2254c42db\n- INC0000055 \u2014 \"Set to In Progress: INC0000055\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e494480a0a0bb400ad175538708ad9\n- INC0000050 \u2014 \"Set to In Progress: INC0000050\" \u2014 state 2 \u2014 cmdb_ci link: https://dev188189.service-now.com/api/now/table/cmdb_ci/281190e3c0a8000b003f593aa3f20ca6\n- INC0000003 \u2014 \"Set to In Progress: INC0000003\" \u2014 state 2\n\nExamples of in-progress incidents with CMDB references (use these links for CI context)\n- INC0000025 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/469facd7a9fe1981015830c43428ca2d\n- INC0000027 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46d15686a9fe19810031d499aed2dfcf\n- INC0000029 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46b8e13ba9fe1981005990e20d315e4a\n- INC0000037 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/0c43b55ac6112275019abd2b247baf31\n- INC0000049 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/5fd00a81c0a8010e011635bd6a50fb64\n- INC0000050 / INC0000051 / INC0000052 / INC0000053 / INC0000055 \u2014 (links listed above)\n\nSuggested next actions\n1. Immediately assign/confirm ownership for the Critical/P1 and \"High priority\" incidents listed above (INC0010006/7 and the related warehouse/tablet incidents).\n2. For incidents updated at 2025-11-08 08:16:47 (many \"Set to In Progress\"), verify assigned resolver groups and next steps \u2014 they may have been moved but not worked on yet.\n3. Use the provided cmdb_ci links for in-progress tickets to identify affected CIs and accelerate troubleshooting.\n4. If you want, I can:\n - produce a CSV/list of incidents filtered by state or priority,\n - return only incidents updated since a given date,\n - or highlight incidents without cmdb_ci that mention high priority (so we can add CI context).\n\nTell me which follow-up you want (e.g., export, filter by state, or only critical incidents) and I\u2019ll prepare it.\nUser: Focus on 'Payment-Gateway-Prod'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: outage=true^active=true^cmdb_ciLIKEPayment-Gateway-Prod\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_updated_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,cmdb_ci,outage,state,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve outage snapshot for Payment-Gateway-Prod: active incidents flagged as outage, include CI, outage flag, state; order by most recently updated\n- x: {\n \"status\": \"success\",\n \"total_incidents\": 0,\n \"incidents\": [],\n \"summary\": \"The ServiceNow API call succeeded but returned no incidents.\",\n \"suggested_next_steps\": [\n \"Verify the query filters (state, assignment group, time range) and retry the request.\",\n \"Confirm the API credentials and user permissions to ensure no access restrictions.\",\n \"If you expected incidents, check for recent changes in the system or contact the ServiceNow administrator.\"\n ]\n}\n\nUser: Anything with outage = true, state In Progress, ordered by most recent update for the live incident bridge notes.", + "response_status": "completed", + "response_text": "Short snapshot (from the outage=true query results)\n\n- Total outage incidents returned: 64\n- Outage incidents In Progress (state = 2): 20\n\nMost-recently updated (timestamp 2025-11-08 08:16:47) \u2014 these are outage=true and currently In Progress; check them first for live bridge notes and assignment/ownership:\n- INC0000015 \u2014 \"Set to In Progress: INC0000015\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47\n- INC0000016 \u2014 \"Set to In Progress: INC0000016\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47\n- INC0000018 \u2014 \"Set to In Progress: INC0000018\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47\n- INC0000025 \u2014 \"Set to In Progress: INC0000025\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/469facd7a9fe1981015830c43428ca2d\n- INC0000031 \u2014 \"Set to In Progress: INC0000031\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47\n- INC0000051 \u2014 \"Set to In Progress: INC0000051\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e46e5b0a0a0bb4005d1146846c429c\n- INC0000052 \u2014 \"Set to In Progress: INC0000052\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e426be0a0a0bb40046890d90059eaa\n- INC0000053 \u2014 \"Set to In Progress: INC0000053\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e51a2f0a0a0bb4008628d2254c42db\n- INC0000055 \u2014 \"Set to In Progress: INC0000055\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/26e494480a0a0bb400ad175538708ad9\n- INC0000050 \u2014 \"Set to In Progress: INC0000050\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/281190e3c0a8000b003f593aa3f20ca6\n- INC0000003 \u2014 \"Set to In Progress: INC0000003\" \u2014 state 2 \u2014 updated 2025-11-08 08:16:47\n\nOther in-progress incidents with CMDB references (use these links for CI context / bridge prep):\n- INC0000027 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46d15686a9fe19810031d499aed2dfcf\n- INC0000029 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/46b8e13ba9fe1981005990e20d315e4a\n- INC0000037 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/0c43b55ac6112275019abd2b247baf31\n- INC0000049 \u2014 cmdb_ci: https://dev188189.service-now.com/api/now/table/cmdb_ci/5fd00a81c0a8010e011635bd6a50fb64\n- (Also referenced above: INC0000025, INC0000050/51/52/53/55)\n\nRecommended immediate actions for the live incident bridge notes\n1. Open the bridge for the incidents listed at 2025-11-08 08:16:47 and confirm assigned resolver groups and bridge owner (they were moved to In Progress but may not have an active bridge note).\n2. Use the provided cmdb_ci links to add CI context to bridge summaries and troubleshooting notes.\n3. If you want, I can produce a CSV of the In Progress outage incidents, return only incidents updated since a given date, or return only critical/high-priority outage incidents to prioritize bridge staffing.\n\nIf you want me to proceed with any of those (CSV, date filter, or only critical incidents), tell me which and I\u2019ll prepare it." + } + ], + "matched_fragments": [ + "outage=true" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T09:02:00.187672+00:00", + "idx": 11, + "task": "Highlight Salesforce assets nearing renewal", + "prompt": "You are the Salesforce installed base analyst turning rolling renewal huddles into asset filters.\n\nGather the product family, renewal window, customer tier, and fields after clarification.\n\nRecord any cockpit dependencies if mentioned.\n\nConversation so far:\nUser: Can you flag analytics renewals coming up?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find renewals for product family 'Analytics' with renewal_date within the next 90 days; include customer tier and fields: account_name, account_id, customer_tier, renewal_date, subscription_id, product_family.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Flag analytics renewals coming up and prepare a list for renewal huddles\n- x: null\nUser: ProductFamily must be 'Analytics Suite'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find renewals for product family 'Analytics Suite' with renewal_date within the next 90 days; include customer tier and fields: account_name, account_id, customer_tier, renewal_date, subscription_id, product_family.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Flag Analytics Suite renewals coming up and prepare a list for renewal huddles\n- x: {\n \"API\": \"salesforce_query_api\",\n \"Success\": false,\n \"Error\": \"Failed to parse decomposed queries: eval() arg 1 must be a string, bytes or code object\",\n \"LikelyCause\": \"A non-string value (e.g., dict, list, None, or other object) was passed into eval() when reconstructing the decomposed queries.\",\n \"SuggestedFixes\": [\n \"Ensure all decomposed query parts are strings before calling eval() (or avoid eval altogether).\",\n \"If values are complex objects, serialize them (e.g., JSON.stringify / json.dumps) or reconstruct the query using safe concatenation.\",\n \"Use safer parsing alternatives such as ast.literal_eval (Python) if you must evaluate string literals, or implement a dedicated query builder.\",\n \"Add input validation/logging to surface which decomposed part is not a string.\"\n ],\n \"RawResponse\": {\n \"error\": \"Failed to parse decomposed queries: eval() arg 1 must be a string, bytes or code object\"\n }\n}\n\nUser: Contract End Date within the next 45 days, only Customer_Tier__c = Enterprise, and return Asset Name plus ContractEndDate for the renewal cockpit.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HB0HGZFC9PGGK8WV6BGKXR", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find renewals for product family 'Analytics Suite' with Contract End Date within the next 45 days; only include records where Customer_Tier__c = 'Enterprise'; return fields: Asset Name, ContractEndDate for the renewal cockpit.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Flag Analytics Suite renewals with Contract End Date within next 45 days for Enterprise customers and prepare Asset Name + ContractEndDate list for the renewal cockpit\n- x: null", + "expected_fragments": [ + "ProductFamily = Analytics Suite", + "ContractEndDate = NEXT 45 DAYS", + "Customer_Tier__c = Enterprise", + "Fields: Name, ContractEndDate" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Highlight Salesforce assets nearing renewal", + "idx": 11, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-11-1762591966206", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Find renewals for product family 'Analytics Suite' with Contract End Date within the next 45 days; only include records where Customer_Tier__c = 'Enterprise'; return fields: Asset Name, ContractEndDate for the renewal cockpit.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Flag Analytics Suite renewals with Contract End Date within next 45 days for Enterprise customers and prepare Asset Name + ContractEndDate list for the renewal cockpit", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Find renewals for product family 'Analytics Suite' with Contract End Date within the next 45 days; only include records where Customer_Tier__c = 'Enterprise'; return fields: Asset Name, ContractEndDate for the renewal cockpit.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Flag Analytics Suite renewals with Contract End Date within next 45 days for Enterprise customers and prepare Asset Name + ContractEndDate list for the renewal cockpit", + "x": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Can you flag analytics renewals coming up?", + "prompt": "You are the Salesforce installed base analyst turning rolling renewal huddles into asset filters.\n\nGather the product family, renewal window, customer tier, and fields after clarification.\n\nRecord any cockpit dependencies if mentioned.\n\nUser: Can you flag analytics renewals coming up?", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find renewals for product family 'Analytics' with renewal_date within the next 90 days; include customer tier and fields: account_name, account_id, customer_tier, renewal_date, subscription_id, product_family.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Flag analytics renewals coming up and prepare a list for renewal huddles\n- x: null" + }, + { + "turn_index": 1, + "user": "ProductFamily must be 'Analytics Suite'.", + "prompt": "You are the Salesforce installed base analyst turning rolling renewal huddles into asset filters.\n\nGather the product family, renewal window, customer tier, and fields after clarification.\n\nRecord any cockpit dependencies if mentioned.\n\nConversation so far:\nUser: Can you flag analytics renewals coming up?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find renewals for product family 'Analytics' with renewal_date within the next 90 days; include customer tier and fields: account_name, account_id, customer_tier, renewal_date, subscription_id, product_family.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Flag analytics renewals coming up and prepare a list for renewal huddles\n- x: null\n\nUser: ProductFamily must be 'Analytics Suite'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find renewals for product family 'Analytics Suite' with renewal_date within the next 90 days; include customer tier and fields: account_name, account_id, customer_tier, renewal_date, subscription_id, product_family.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Flag Analytics Suite renewals coming up and prepare a list for renewal huddles\n- x: {\n \"API\": \"salesforce_query_api\",\n \"Success\": false,\n \"Error\": \"Failed to parse decomposed queries: eval() arg 1 must be a string, bytes or code object\",\n \"LikelyCause\": \"A non-string value (e.g., dict, list, None, or other object) was passed into eval() when reconstructing the decomposed queries.\",\n \"SuggestedFixes\": [\n \"Ensure all decomposed query parts are strings before calling eval() (or avoid eval altogether).\",\n \"If values are complex objects, serialize them (e.g., JSON.stringify / json.dumps) or reconstruct the query using safe concatenation.\",\n \"Use safer parsing alternatives such as ast.literal_eval (Python) if you must evaluate string literals, or implement a dedicated query builder.\",\n \"Add input validation/logging to surface which decomposed part is not a string.\"\n ],\n \"RawResponse\": {\n \"error\": \"Failed to parse decomposed queries: eval() arg 1 must be a string, bytes or code object\"\n }\n}" + }, + { + "turn_index": 2, + "user": "Contract End Date within the next 45 days, only Customer_Tier__c = Enterprise, and return Asset Name plus ContractEndDate for the renewal cockpit.", + "prompt": "You are the Salesforce installed base analyst turning rolling renewal huddles into asset filters.\n\nGather the product family, renewal window, customer tier, and fields after clarification.\n\nRecord any cockpit dependencies if mentioned.\n\nConversation so far:\nUser: Can you flag analytics renewals coming up?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find renewals for product family 'Analytics' with renewal_date within the next 90 days; include customer tier and fields: account_name, account_id, customer_tier, renewal_date, subscription_id, product_family.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Flag analytics renewals coming up and prepare a list for renewal huddles\n- x: null\nUser: ProductFamily must be 'Analytics Suite'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find renewals for product family 'Analytics Suite' with renewal_date within the next 90 days; include customer tier and fields: account_name, account_id, customer_tier, renewal_date, subscription_id, product_family.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Flag Analytics Suite renewals coming up and prepare a list for renewal huddles\n- x: {\n \"API\": \"salesforce_query_api\",\n \"Success\": false,\n \"Error\": \"Failed to parse decomposed queries: eval() arg 1 must be a string, bytes or code object\",\n \"LikelyCause\": \"A non-string value (e.g., dict, list, None, or other object) was passed into eval() when reconstructing the decomposed queries.\",\n \"SuggestedFixes\": [\n \"Ensure all decomposed query parts are strings before calling eval() (or avoid eval altogether).\",\n \"If values are complex objects, serialize them (e.g., JSON.stringify / json.dumps) or reconstruct the query using safe concatenation.\",\n \"Use safer parsing alternatives such as ast.literal_eval (Python) if you must evaluate string literals, or implement a dedicated query builder.\",\n \"Add input validation/logging to surface which decomposed part is not a string.\"\n ],\n \"RawResponse\": {\n \"error\": \"Failed to parse decomposed queries: eval() arg 1 must be a string, bytes or code object\"\n }\n}\n\nUser: Contract End Date within the next 45 days, only Customer_Tier__c = Enterprise, and return Asset Name plus ContractEndDate for the renewal cockpit.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find renewals for product family 'Analytics Suite' with Contract End Date within the next 45 days; only include records where Customer_Tier__c = 'Enterprise'; return fields: Asset Name, ContractEndDate for the renewal cockpit.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Flag Analytics Suite renewals with Contract End Date within next 45 days for Enterprise customers and prepare Asset Name + ContractEndDate list for the renewal cockpit\n- x: null" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T09:16:44.227150+00:00", + "idx": 12, + "task": "Collect ServiceNow approvals stuck in awaiting state", + "prompt": "You are the ServiceNow approvals desk owner translating duty manager nudges into queue filters.\n\nCapture table, approval state, assignment, and time window refined across turns.\n\nInclude any dependency exports once surfaced.\n\nConversation so far:\nUser: Find the approvals we still owe.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: approval=requested^state!=7\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Find change requests with pending approvals (approval=requested and not closed). Return table name, approval state, assignment (assigned_to/assignment_group), and relevant time window fields (sys_created_on/sys_updated_on) for follow-up.\n- x: null\nUser: We're talking change approvals.\nAssistant: Summary for the change-approvals queue filter and captured fields (based only on the available history):\n\n- Queue filter to use:\n - approval=requested^state!=7\n\n- Table:\n - change request (find change requests with pending approvals)\n\n- Approval state to capture:\n - approval = requested\n\n- Assignment fields to capture:\n - assigned_to\n - assignment_group\n\n- Time-window fields to capture for follow-up:\n - sys_created_on\n - sys_updated_on\n\n- Dependency export(s):\n - x_servicenow_change_request_query_depends_on: null (no dependency export surfaced)\n\n- Other execution notes:\n - x_change_request_query = approval=requested^state!=7\n - x_servicenow_change_request_query_api_task: \"Find change requests with pending approvals (approval=requested and not closed). Return table name, approval state, assignment (assigned_to/assignment_group), and relevant time window fields (sys_created_on/sys_updated_on) for follow-up.\"\n - x: null\n\nIf you want this converted into a ServiceNow query or a Saved Filter, tell me which format and I will produce it based on the filter and fields above.\n\nUser: Approval state should be 'requested', assigned_to the 'Site Reliability CAB', and submitted in the past 14 days for the bridge workbook.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HC02PKFBT5Z8Z4VR645VJ6", + "status": "completed", + "output_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: approval=requested^assigned_toLIKESite Reliability CAB^sys_created_onONLast14days^state!=7^short_descriptionLIKEbridge workbook\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Find change requests with pending approvals (approval=requested) assigned to Site Reliability CAB, submitted in the last 14 days for bridge workbook. Return table name, approval state, assignment (assigned_to/assignment_group), sys_created_on, sys_updated_on for follow-up.\n- x: null", + "expected_fragments": [ + "sys_class_name=change_request", + "approval=requested", + "assigned_to=Site Reliability CAB", + "sys_created_on = LAST 14 DAYS" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Collect ServiceNow approvals stuck in awaiting state", + "idx": 12, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-12-1762592525188", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_change_request_query" + ], + "result_variable": "x_change_request_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_depends_on" + ], + "result_variable": "x_servicenow_change_request_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x_servicenow_change_request_query_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_get_change_request_api", + "parameters": [ + "x_change_request_query", + "x_servicenow_change_request_query_depends_on", + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_change_request_query": "approval=requested^assigned_toLIKESite Reliability CAB^sys_created_onONLast14days^state!=7^short_descriptionLIKEbridge workbook", + "x_servicenow_change_request_query_depends_on": "null", + "x_servicenow_change_request_query_api_task": "Find change requests with pending approvals (approval=requested) assigned to Site Reliability CAB, submitted in the last 14 days for bridge workbook. Return table name, approval state, assignment (assigned_to/assignment_group), sys_created_on, sys_updated_on for follow-up.", + "x": "null" + } + }, + "variables": { + "x_change_request_query": "approval=requested^assigned_toLIKESite Reliability CAB^sys_created_onONLast14days^state!=7^short_descriptionLIKEbridge workbook", + "x_servicenow_change_request_query_depends_on": "null", + "x_servicenow_change_request_query_api_task": "Find change requests with pending approvals (approval=requested) assigned to Site Reliability CAB, submitted in the last 14 days for bridge workbook. Return table name, approval state, assignment (assigned_to/assignment_group), sys_created_on, sys_updated_on for follow-up.", + "x": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Find the approvals we still owe.", + "prompt": "You are the ServiceNow approvals desk owner translating duty manager nudges into queue filters.\n\nCapture table, approval state, assignment, and time window refined across turns.\n\nInclude any dependency exports once surfaced.\n\nUser: Find the approvals we still owe.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: approval=requested^state!=7\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Find change requests with pending approvals (approval=requested and not closed). Return table name, approval state, assignment (assigned_to/assignment_group), and relevant time window fields (sys_created_on/sys_updated_on) for follow-up.\n- x: null" + }, + { + "turn_index": 1, + "user": "We're talking change approvals.", + "prompt": "You are the ServiceNow approvals desk owner translating duty manager nudges into queue filters.\n\nCapture table, approval state, assignment, and time window refined across turns.\n\nInclude any dependency exports once surfaced.\n\nConversation so far:\nUser: Find the approvals we still owe.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: approval=requested^state!=7\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Find change requests with pending approvals (approval=requested and not closed). Return table name, approval state, assignment (assigned_to/assignment_group), and relevant time window fields (sys_created_on/sys_updated_on) for follow-up.\n- x: null\n\nUser: We're talking change approvals.", + "response_status": "completed", + "response_text": "Summary for the change-approvals queue filter and captured fields (based only on the available history):\n\n- Queue filter to use:\n - approval=requested^state!=7\n\n- Table:\n - change request (find change requests with pending approvals)\n\n- Approval state to capture:\n - approval = requested\n\n- Assignment fields to capture:\n - assigned_to\n - assignment_group\n\n- Time-window fields to capture for follow-up:\n - sys_created_on\n - sys_updated_on\n\n- Dependency export(s):\n - x_servicenow_change_request_query_depends_on: null (no dependency export surfaced)\n\n- Other execution notes:\n - x_change_request_query = approval=requested^state!=7\n - x_servicenow_change_request_query_api_task: \"Find change requests with pending approvals (approval=requested and not closed). Return table name, approval state, assignment (assigned_to/assignment_group), and relevant time window fields (sys_created_on/sys_updated_on) for follow-up.\"\n - x: null\n\nIf you want this converted into a ServiceNow query or a Saved Filter, tell me which format and I will produce it based on the filter and fields above." + }, + { + "turn_index": 2, + "user": "Approval state should be 'requested', assigned_to the 'Site Reliability CAB', and submitted in the past 14 days for the bridge workbook.", + "prompt": "You are the ServiceNow approvals desk owner translating duty manager nudges into queue filters.\n\nCapture table, approval state, assignment, and time window refined across turns.\n\nInclude any dependency exports once surfaced.\n\nConversation so far:\nUser: Find the approvals we still owe.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: approval=requested^state!=7\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Find change requests with pending approvals (approval=requested and not closed). Return table name, approval state, assignment (assigned_to/assignment_group), and relevant time window fields (sys_created_on/sys_updated_on) for follow-up.\n- x: null\nUser: We're talking change approvals.\nAssistant: Summary for the change-approvals queue filter and captured fields (based only on the available history):\n\n- Queue filter to use:\n - approval=requested^state!=7\n\n- Table:\n - change request (find change requests with pending approvals)\n\n- Approval state to capture:\n - approval = requested\n\n- Assignment fields to capture:\n - assigned_to\n - assignment_group\n\n- Time-window fields to capture for follow-up:\n - sys_created_on\n - sys_updated_on\n\n- Dependency export(s):\n - x_servicenow_change_request_query_depends_on: null (no dependency export surfaced)\n\n- Other execution notes:\n - x_change_request_query = approval=requested^state!=7\n - x_servicenow_change_request_query_api_task: \"Find change requests with pending approvals (approval=requested and not closed). Return table name, approval state, assignment (assigned_to/assignment_group), and relevant time window fields (sys_created_on/sys_updated_on) for follow-up.\"\n - x: null\n\nIf you want this converted into a ServiceNow query or a Saved Filter, tell me which format and I will produce it based on the filter and fields above.\n\nUser: Approval state should be 'requested', assigned_to the 'Site Reliability CAB', and submitted in the past 14 days for the bridge workbook.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: approval=requested^assigned_toLIKESite Reliability CAB^sys_created_onONLast14days^state!=7^short_descriptionLIKEbridge workbook\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Find change requests with pending approvals (approval=requested) assigned to Site Reliability CAB, submitted in the last 14 days for bridge workbook. Return table name, approval state, assignment (assigned_to/assignment_group), sys_created_on, sys_updated_on for follow-up.\n- x: null" + } + ], + "matched_fragments": [ + "approval=requested" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T09:29:47.064740+00:00", + "idx": 13, + "task": "Prep Salesforce campaign retargeting list", + "prompt": "You are the Salesforce lifecycle marketing specialist who turns iterative field notes into campaign member pulls.\n\nLock the campaign, member status, persona tag, and return fields clarified during the chat.\n\nInclude dependency spreadsheets if mentioned.\n\nConversation so far:\nUser: I need members to re-engage.\nAssistant: Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n\nExecution Results:\n- x_campaign_info: Create a re-engagement campaign to pull members for re-engagement. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag, and return the clarified fields (e.g., email, last_activity_date, persona, member_status). Include dependency spreadsheets if provided during the chat.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: create and lock a Salesforce campaign for member re-engagement; set member status and persona tag; generate campaign member pull with the specified return fields; attach dependency spreadsheets if mentioned\n- x: {\n \"api\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\"\n },\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n}\nUser: Use 'FY25_Field_Tour'.\nAssistant: Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n\nExecution Results:\n- x_campaign_info: Create a re-engagement campaign named 'FY25_Field_Tour'. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag, and generate a campaign member pull returning fields: email, last_activity_date, persona, member_status. Include dependency spreadsheets if provided.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: create and lock a Salesforce campaign for member re-engagement; set member status and persona tag; generate campaign member pull with the specified return fields; attach dependency spreadsheets if mentioned\n- x: {\n \"api_name\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\",\n \"details\": [\n {\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\"\n }\n ]\n }\n}\n\nUser: Member Status should be 'Attended', filter to Persona__c = Operations Leader, and return Contact Name plus Job Title for the recap workbook.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HCR038MJ1HTY4GENYJA0VP", + "status": "completed", + "output_text": "Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n\nExecution Results:\n- x_campaign_info: Create a re-engagement campaign named 'FY25_Field_Tour'. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag. Filter campaign members to Persona__c = 'Operations Leader' and member status 'Attended'. Generate campaign member pull returning fields: email, last_activity_date, persona, member_status; and for the recap workbook return Contact Name and Job Title. Include dependency spreadsheets if provided.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: create and lock Salesforce campaign 'FY25_Field_Tour' for member re-engagement; set member status to 'Attended'; apply 'Re-Engage' persona tag; filter members where Persona__c = 'Operations Leader'; generate campaign member pull returning email, last_activity_date, persona, member_status; produce recap workbook with Contact Name and Job Title; attach dependency spreadsheets if provided\n- x: {\n \"api\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\",\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n }\n}", + "expected_fragments": [ + "Campaign = FY25_Field_Tour", + "MemberStatus = Attended", + "Persona__c = Operations Leader", + "Fields: Contact.Name, Contact.Title" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Prep Salesforce campaign retargeting list", + "idx": 13, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-13-1762593409227", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_campaign_info" + ], + "result_variable": "x_campaign_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_campaign_depends_on" + ], + "result_variable": "x_salesforce_campaign_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_campaign_api_task" + ], + "result_variable": "x_salesforce_campaign_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_create_campaign_api", + "parameters": [ + "x_campaign_info", + "x_salesforce_campaign_depends_on", + "x_salesforce_campaign_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_campaign_info": "Create a re-engagement campaign named 'FY25_Field_Tour'. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag. Filter campaign members to Persona__c = 'Operations Leader' and member status 'Attended'. Generate campaign member pull returning fields: email, last_activity_date, persona, member_status; and for the recap workbook return Contact Name and Job Title. Include dependency spreadsheets if provided.", + "x_salesforce_campaign_depends_on": "null", + "x_salesforce_campaign_api_task": "create and lock Salesforce campaign 'FY25_Field_Tour' for member re-engagement; set member status to 'Attended'; apply 'Re-Engage' persona tag; filter members where Persona__c = 'Operations Leader'; generate campaign member pull returning email, last_activity_date, persona, member_status; produce recap workbook with Contact Name and Job Title; attach dependency spreadsheets if provided", + "x": "{\n \"api\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\",\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n }\n}" + } + }, + "variables": { + "x_campaign_info": "Create a re-engagement campaign named 'FY25_Field_Tour'. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag. Filter campaign members to Persona__c = 'Operations Leader' and member status 'Attended'. Generate campaign member pull returning fields: email, last_activity_date, persona, member_status; and for the recap workbook return Contact Name and Job Title. Include dependency spreadsheets if provided.", + "x_salesforce_campaign_depends_on": "null", + "x_salesforce_campaign_api_task": "create and lock Salesforce campaign 'FY25_Field_Tour' for member re-engagement; set member status to 'Attended'; apply 'Re-Engage' persona tag; filter members where Persona__c = 'Operations Leader'; generate campaign member pull returning email, last_activity_date, persona, member_status; produce recap workbook with Contact Name and Job Title; attach dependency spreadsheets if provided", + "x": "{\n \"api\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\",\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n }\n}" + }, + "turns": [ + { + "turn_index": 0, + "user": "I need members to re-engage.", + "prompt": "You are the Salesforce lifecycle marketing specialist who turns iterative field notes into campaign member pulls.\n\nLock the campaign, member status, persona tag, and return fields clarified during the chat.\n\nInclude dependency spreadsheets if mentioned.\n\nUser: I need members to re-engage.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n\nExecution Results:\n- x_campaign_info: Create a re-engagement campaign to pull members for re-engagement. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag, and return the clarified fields (e.g., email, last_activity_date, persona, member_status). Include dependency spreadsheets if provided during the chat.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: create and lock a Salesforce campaign for member re-engagement; set member status and persona tag; generate campaign member pull with the specified return fields; attach dependency spreadsheets if mentioned\n- x: {\n \"api\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\"\n },\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n}" + }, + { + "turn_index": 1, + "user": "Use 'FY25_Field_Tour'.", + "prompt": "You are the Salesforce lifecycle marketing specialist who turns iterative field notes into campaign member pulls.\n\nLock the campaign, member status, persona tag, and return fields clarified during the chat.\n\nInclude dependency spreadsheets if mentioned.\n\nConversation so far:\nUser: I need members to re-engage.\nAssistant: Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n\nExecution Results:\n- x_campaign_info: Create a re-engagement campaign to pull members for re-engagement. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag, and return the clarified fields (e.g., email, last_activity_date, persona, member_status). Include dependency spreadsheets if provided during the chat.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: create and lock a Salesforce campaign for member re-engagement; set member status and persona tag; generate campaign member pull with the specified return fields; attach dependency spreadsheets if mentioned\n- x: {\n \"api\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\"\n },\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n}\n\nUser: Use 'FY25_Field_Tour'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n\nExecution Results:\n- x_campaign_info: Create a re-engagement campaign named 'FY25_Field_Tour'. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag, and generate a campaign member pull returning fields: email, last_activity_date, persona, member_status. Include dependency spreadsheets if provided.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: create and lock a Salesforce campaign for member re-engagement; set member status and persona tag; generate campaign member pull with the specified return fields; attach dependency spreadsheets if mentioned\n- x: {\n \"api_name\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\",\n \"details\": [\n {\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\"\n }\n ]\n }\n}" + }, + { + "turn_index": 2, + "user": "Member Status should be 'Attended', filter to Persona__c = Operations Leader, and return Contact Name plus Job Title for the recap workbook.", + "prompt": "You are the Salesforce lifecycle marketing specialist who turns iterative field notes into campaign member pulls.\n\nLock the campaign, member status, persona tag, and return fields clarified during the chat.\n\nInclude dependency spreadsheets if mentioned.\n\nConversation so far:\nUser: I need members to re-engage.\nAssistant: Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n\nExecution Results:\n- x_campaign_info: Create a re-engagement campaign to pull members for re-engagement. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag, and return the clarified fields (e.g., email, last_activity_date, persona, member_status). Include dependency spreadsheets if provided during the chat.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: create and lock a Salesforce campaign for member re-engagement; set member status and persona tag; generate campaign member pull with the specified return fields; attach dependency spreadsheets if mentioned\n- x: {\n \"api\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\"\n },\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n}\nUser: Use 'FY25_Field_Tour'.\nAssistant: Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n\nExecution Results:\n- x_campaign_info: Create a re-engagement campaign named 'FY25_Field_Tour'. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag, and generate a campaign member pull returning fields: email, last_activity_date, persona, member_status. Include dependency spreadsheets if provided.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: create and lock a Salesforce campaign for member re-engagement; set member status and persona tag; generate campaign member pull with the specified return fields; attach dependency spreadsheets if mentioned\n- x: {\n \"api_name\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\",\n \"details\": [\n {\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\"\n }\n ]\n }\n}\n\nUser: Member Status should be 'Attended', filter to Persona__c = Operations Leader, and return Contact Name plus Job Title for the recap workbook.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n\nExecution Results:\n- x_campaign_info: Create a re-engagement campaign named 'FY25_Field_Tour'. Lock the campaign and member statuses, apply a 'Re-Engage' persona tag. Filter campaign members to Persona__c = 'Operations Leader' and member status 'Attended'. Generate campaign member pull returning fields: email, last_activity_date, persona, member_status; and for the recap workbook return Contact Name and Job Title. Include dependency spreadsheets if provided.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: create and lock Salesforce campaign 'FY25_Field_Tour' for member re-engagement; set member status to 'Attended'; apply 'Re-Engage' persona tag; filter members where Persona__c = 'Operations Leader'; generate campaign member pull returning email, last_activity_date, persona, member_status; produce recap workbook with Contact Name and Job Title; attach dependency spreadsheets if provided\n- x: {\n \"api\": \"salesforce_create_campaign_api\",\n \"success\": false,\n \"error\": {\n \"summary\": \"Salesforce API request failed: Malformed request\",\n \"message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"errorCode\": \"INVALID_FIELD\",\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n }\n}" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T09:32:45.625777+00:00", + "idx": 14, + "task": "Reconcile ServiceNow catalog backlog", + "prompt": "You are the ServiceNow fulfillment analyst shaping scattered provisioning updates into aging queues.\n\nFirm up the catalog item, state, age threshold, and assignment group as conversation resolves.\n\nCapture any onboarding report references.\n\nConversation so far:\nUser: Need to see which VPN token requests are lingering.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvpn^short_descriptionLIKEtoken^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYsys_created_on\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,assigned_to,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch active VPN token requests that are lingering (oldest first) and return key fields for onboarding report, assignment group, and aging review\n- x: The ServiceNow query succeeded but returned no incidents (empty results). If you expected results, you can:\n- Verify or broaden your filters (time range, state, assignment group, query parameters).\n- Confirm the correct ServiceNow instance and credentials/permissions are being used.\n- Retry the query or request a different search (e.g., recent incidents, specific assignment group, or open incidents).\n\nWould you like me to retry with different filters or create a new incident?\nUser: Yes, catalog item 'Secure VPN Token'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvpn^short_descriptionLIKEtoken^active=true^catalog_itemLIKESecure VPN Token\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYsys_created_on\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,assigned_to,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch active VPN token requests that are lingering (oldest first) and return key fields for onboarding report, assignment group, and aging review\n- x: The ServiceNow query completed successfully but returned no incidents (empty results).\n\nOptions and next steps:\n- Verify or broaden filters: expand the time range, include more states (e.g., All / Open / New), remove assignment group or assigned-to constraints, or search by keywords/short description or specific incident number.\n- Confirm instance, credentials, and permissions: ensure the connected ServiceNow instance and your account have rights to view the incidents you expect.\n- Try different queries: e.g., \u201crecent incidents\u201d, \u201copen incidents\u201d, incidents assigned to me, or a particular assignment group.\n- Create a new incident: I can create one for you if you provide details (short description, full description, priority, assignment group, contact info).\n\nHow would you like to proceed? (Examples: \u201cRetry with last 90 days and state=open\u201d, \u201cSearch assignment group=IT Support\u201d, or \u201cCreate a new incident: Short desc = \u2018Email outage\u2019, Priority = 2, Assignment group = IT\u201d)\n\nUser: State 'Awaiting Fulfillment', older than 4 days, and only where assignment_group='Access Provisioning Squad' so I can update the onboarding readiness report.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HCXGTGRS7X5Z7Z44A4A3H6", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvpn^short_descriptionLIKEtoken^active=true^catalog_itemLIKESecure VPN Token^stateLIKEAwaiting Fulfillment^sys_created_on x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvpn^short_descriptionLIKEtoken^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYsys_created_on\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,assigned_to,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch active VPN token requests that are lingering (oldest first) and return key fields for onboarding report, assignment group, and aging review\n- x: The ServiceNow query succeeded but returned no incidents (empty results). If you expected results, you can:\n- Verify or broaden your filters (time range, state, assignment group, query parameters).\n- Confirm the correct ServiceNow instance and credentials/permissions are being used.\n- Retry the query or request a different search (e.g., recent incidents, specific assignment group, or open incidents).\n\nWould you like me to retry with different filters or create a new incident?" + }, + { + "turn_index": 1, + "user": "Yes, catalog item 'Secure VPN Token'.", + "prompt": "You are the ServiceNow fulfillment analyst shaping scattered provisioning updates into aging queues.\n\nFirm up the catalog item, state, age threshold, and assignment group as conversation resolves.\n\nCapture any onboarding report references.\n\nConversation so far:\nUser: Need to see which VPN token requests are lingering.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvpn^short_descriptionLIKEtoken^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYsys_created_on\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,assigned_to,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch active VPN token requests that are lingering (oldest first) and return key fields for onboarding report, assignment group, and aging review\n- x: The ServiceNow query succeeded but returned no incidents (empty results). If you expected results, you can:\n- Verify or broaden your filters (time range, state, assignment group, query parameters).\n- Confirm the correct ServiceNow instance and credentials/permissions are being used.\n- Retry the query or request a different search (e.g., recent incidents, specific assignment group, or open incidents).\n\nWould you like me to retry with different filters or create a new incident?\n\nUser: Yes, catalog item 'Secure VPN Token'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvpn^short_descriptionLIKEtoken^active=true^catalog_itemLIKESecure VPN Token\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYsys_created_on\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,assigned_to,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch active VPN token requests that are lingering (oldest first) and return key fields for onboarding report, assignment group, and aging review\n- x: The ServiceNow query completed successfully but returned no incidents (empty results).\n\nOptions and next steps:\n- Verify or broaden filters: expand the time range, include more states (e.g., All / Open / New), remove assignment group or assigned-to constraints, or search by keywords/short description or specific incident number.\n- Confirm instance, credentials, and permissions: ensure the connected ServiceNow instance and your account have rights to view the incidents you expect.\n- Try different queries: e.g., \u201crecent incidents\u201d, \u201copen incidents\u201d, incidents assigned to me, or a particular assignment group.\n- Create a new incident: I can create one for you if you provide details (short description, full description, priority, assignment group, contact info).\n\nHow would you like to proceed? (Examples: \u201cRetry with last 90 days and state=open\u201d, \u201cSearch assignment group=IT Support\u201d, or \u201cCreate a new incident: Short desc = \u2018Email outage\u2019, Priority = 2, Assignment group = IT\u201d)" + }, + { + "turn_index": 2, + "user": "State 'Awaiting Fulfillment', older than 4 days, and only where assignment_group='Access Provisioning Squad' so I can update the onboarding readiness report.", + "prompt": "You are the ServiceNow fulfillment analyst shaping scattered provisioning updates into aging queues.\n\nFirm up the catalog item, state, age threshold, and assignment group as conversation resolves.\n\nCapture any onboarding report references.\n\nConversation so far:\nUser: Need to see which VPN token requests are lingering.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvpn^short_descriptionLIKEtoken^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYsys_created_on\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,assigned_to,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch active VPN token requests that are lingering (oldest first) and return key fields for onboarding report, assignment group, and aging review\n- x: The ServiceNow query succeeded but returned no incidents (empty results). If you expected results, you can:\n- Verify or broaden your filters (time range, state, assignment group, query parameters).\n- Confirm the correct ServiceNow instance and credentials/permissions are being used.\n- Retry the query or request a different search (e.g., recent incidents, specific assignment group, or open incidents).\n\nWould you like me to retry with different filters or create a new incident?\nUser: Yes, catalog item 'Secure VPN Token'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvpn^short_descriptionLIKEtoken^active=true^catalog_itemLIKESecure VPN Token\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYsys_created_on\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,assigned_to,sys_created_on,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch active VPN token requests that are lingering (oldest first) and return key fields for onboarding report, assignment group, and aging review\n- x: The ServiceNow query completed successfully but returned no incidents (empty results).\n\nOptions and next steps:\n- Verify or broaden filters: expand the time range, include more states (e.g., All / Open / New), remove assignment group or assigned-to constraints, or search by keywords/short description or specific incident number.\n- Confirm instance, credentials, and permissions: ensure the connected ServiceNow instance and your account have rights to view the incidents you expect.\n- Try different queries: e.g., \u201crecent incidents\u201d, \u201copen incidents\u201d, incidents assigned to me, or a particular assignment group.\n- Create a new incident: I can create one for you if you provide details (short description, full description, priority, assignment group, contact info).\n\nHow would you like to proceed? (Examples: \u201cRetry with last 90 days and state=open\u201d, \u201cSearch assignment group=IT Support\u201d, or \u201cCreate a new incident: Short desc = \u2018Email outage\u2019, Priority = 2, Assignment group = IT\u201d)\n\nUser: State 'Awaiting Fulfillment', older than 4 days, and only where assignment_group='Access Provisioning Squad' so I can update the onboarding readiness report.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvpn^short_descriptionLIKEtoken^active=true^catalog_itemLIKESecure VPN Token^stateLIKEAwaiting Fulfillment^sys_created_on x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find all quotes that require executive review; filter by quote status or approval stage indicating 'Executive Review'. Capture quote status, quote number, total price (apply total price threshold if specified), owning region, owner, related opportunity, and any tracker_dependency field; return these fields.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify quotes the user still needs to push through executive review and return requested fields; log any tracker dependency\n- x: None\nUser: Only where Status = 'Pending Approval'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find all quotes that require executive review; filter where Status='Pending Approval'. Capture quote status, quote number, total price (apply total price threshold if specified), owning region, owner, related opportunity, and any tracker_dependency field; return these fields.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify quotes the user still needs to push through executive review with Status='Pending Approval' and return quote status, quote number, total price, owning region, owner, related opportunity, and tracker_dependency; log any tracker dependency.\n- x: {\n \"message\": \"No records returned by salesforce_query_api; nothing to extract.\",\n \"records\": []\n}\n\nUser: TotalPrice greater than 200000, Region__c = AMER, and return QuoteNumber plus Owner.Email for the executive approvals tracker.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HD4H7QNSNJ1C10Z4KYBVA9", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find all quotes requiring executive review where Status='Pending Approval' AND TotalPrice>200000 AND Region__c='AMER'. Capture and return: QuoteNumber, Owner.Email, Status, TotalPrice, Region__c, OpportunityId, and any tracker_dependency.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify quotes matching TotalPrice>200000 and Region__c=AMER with Status='Pending Approval'; return QuoteNumber and Owner.Email for the executive approvals tracker and log any tracker_dependency.\n- x: null", + "expected_fragments": [ + "Status = Pending Approval", + "TotalPrice > 200000", + "Region__c = AMER", + "Fields: QuoteNumber, Owner.Email" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Identify Salesforce quotes requiring executive approval", + "idx": 15, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-15-1762594370626", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Find all quotes requiring executive review where Status='Pending Approval' AND TotalPrice>200000 AND Region__c='AMER'. Capture and return: QuoteNumber, Owner.Email, Status, TotalPrice, Region__c, OpportunityId, and any tracker_dependency.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Identify quotes matching TotalPrice>200000 and Region__c=AMER with Status='Pending Approval'; return QuoteNumber and Owner.Email for the executive approvals tracker and log any tracker_dependency.", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Find all quotes requiring executive review where Status='Pending Approval' AND TotalPrice>200000 AND Region__c='AMER'. Capture and return: QuoteNumber, Owner.Email, Status, TotalPrice, Region__c, OpportunityId, and any tracker_dependency.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Identify quotes matching TotalPrice>200000 and Region__c=AMER with Status='Pending Approval'; return QuoteNumber and Owner.Email for the executive approvals tracker and log any tracker_dependency.", + "x": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Which quotes do I still have to push through exec review?", + "prompt": "You are the Salesforce deal desk coordinator translating AE escalations into approval queues.\n\nCapture quote status, total price threshold, owning region, and returned fields clarified in the conversation.\n\nLog any tracker dependency mentioned.\n\nUser: Which quotes do I still have to push through exec review?", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find all quotes that require executive review; filter by quote status or approval stage indicating 'Executive Review'. Capture quote status, quote number, total price (apply total price threshold if specified), owning region, owner, related opportunity, and any tracker_dependency field; return these fields.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify quotes the user still needs to push through executive review and return requested fields; log any tracker dependency\n- x: None" + }, + { + "turn_index": 1, + "user": "Only where Status = 'Pending Approval'.", + "prompt": "You are the Salesforce deal desk coordinator translating AE escalations into approval queues.\n\nCapture quote status, total price threshold, owning region, and returned fields clarified in the conversation.\n\nLog any tracker dependency mentioned.\n\nConversation so far:\nUser: Which quotes do I still have to push through exec review?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find all quotes that require executive review; filter by quote status or approval stage indicating 'Executive Review'. Capture quote status, quote number, total price (apply total price threshold if specified), owning region, owner, related opportunity, and any tracker_dependency field; return these fields.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify quotes the user still needs to push through executive review and return requested fields; log any tracker dependency\n- x: None\n\nUser: Only where Status = 'Pending Approval'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find all quotes that require executive review; filter where Status='Pending Approval'. Capture quote status, quote number, total price (apply total price threshold if specified), owning region, owner, related opportunity, and any tracker_dependency field; return these fields.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify quotes the user still needs to push through executive review with Status='Pending Approval' and return quote status, quote number, total price, owning region, owner, related opportunity, and tracker_dependency; log any tracker dependency.\n- x: {\n \"message\": \"No records returned by salesforce_query_api; nothing to extract.\",\n \"records\": []\n}" + }, + { + "turn_index": 2, + "user": "TotalPrice greater than 200000, Region__c = AMER, and return QuoteNumber plus Owner.Email for the executive approvals tracker.", + "prompt": "You are the Salesforce deal desk coordinator translating AE escalations into approval queues.\n\nCapture quote status, total price threshold, owning region, and returned fields clarified in the conversation.\n\nLog any tracker dependency mentioned.\n\nConversation so far:\nUser: Which quotes do I still have to push through exec review?\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find all quotes that require executive review; filter by quote status or approval stage indicating 'Executive Review'. Capture quote status, quote number, total price (apply total price threshold if specified), owning region, owner, related opportunity, and any tracker_dependency field; return these fields.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify quotes the user still needs to push through executive review and return requested fields; log any tracker dependency\n- x: None\nUser: Only where Status = 'Pending Approval'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find all quotes that require executive review; filter where Status='Pending Approval'. Capture quote status, quote number, total price (apply total price threshold if specified), owning region, owner, related opportunity, and any tracker_dependency field; return these fields.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify quotes the user still needs to push through executive review with Status='Pending Approval' and return quote status, quote number, total price, owning region, owner, related opportunity, and tracker_dependency; log any tracker dependency.\n- x: {\n \"message\": \"No records returned by salesforce_query_api; nothing to extract.\",\n \"records\": []\n}\n\nUser: TotalPrice greater than 200000, Region__c = AMER, and return QuoteNumber plus Owner.Email for the executive approvals tracker.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find all quotes requiring executive review where Status='Pending Approval' AND TotalPrice>200000 AND Region__c='AMER'. Capture and return: QuoteNumber, Owner.Email, Status, TotalPrice, Region__c, OpportunityId, and any tracker_dependency.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Identify quotes matching TotalPrice>200000 and Region__c=AMER with Status='Pending Approval'; return QuoteNumber and Owner.Email for the executive approvals tracker and log any tracker_dependency.\n- x: null" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T09:42:22.410601+00:00", + "idx": 16, + "task": "Escalate ServiceNow vendor incidents", + "prompt": "You are the ServiceNow vendor liaison knitting supplier reviews into targeted incident queues.\n\nGather vendor name, state, priority, and pending-age rule resolved over the chat.\n\nInclude dashboard references if stated.\n\nConversation so far:\nUser: Need to prep Telco escalations.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEtelco^short_descriptionLIKEescalation\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,company,pending_age_rule_resolved,dashboard_reference\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch Telco escalation incidents and gather vendor name (company), state, priority, pending-age rule resolution, and any dashboard references\n- x: The ServiceNow query returned success but no incidents were found (incidents = []). \n\nIf you expected results, try these checks and next steps:\n- Confirm the query filters (date range, state, assigned_to, etc.) and expand or remove them.\n- Check pagination/sysparm_limit and try increasing it.\n- Verify API credentials and user permissions for the instance.\n- Ensure you queried the correct ServiceNow instance/environment.\n- Retry the query or provide the filters you want (e.g., state=open, assigned_to=, opened_after=2025-01-01) and I can run it again or help construct the query.\n- If you want, I can also create a new incident \u2014 tell me the details.\n\nWould you like me to re-run with different filters or take any specific action?\nUser: Vendor equals 'TelcoOne'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEtelco^short_descriptionLIKEescalation^company=TelcoOne\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,company,pending_age_rule_resolved,dashboard_reference\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch Telco escalation incidents and gather vendor name (company), state, priority, pending-age rule resolution, and any dashboard references\n- x: The ServiceNow query returned success but no incidents were found (incidents = []). Possible causes and next steps:\n\n- Likely causes\n - Query filters are too narrow (date range, state, assigned_to, category, etc.).\n - Pagination/sysparm_limit is too low (results truncated).\n - Query targeted the wrong ServiceNow instance/environment.\n - API credentials or user permissions don\u2019t allow viewing incidents.\n - There truly are no incidents matching the filters.\n\n- Recommended next steps\n 1. Review and broaden filters (e.g., remove assigned_to, expand date range, remove specific state).\n 2. Increase sysparm_limit (e.g., sysparm_limit=100 or 1000) and/or ensure pagination is handled.\n 3. Verify the ServiceNow instance URL and the account\u2019s roles/permissions for the API user.\n 4. Retry the query after adjusting filters.\n\n- If you want, I can:\n - Re-run the query with specific filters you provide (example: state=open, opened_after=2025-01-01, sysparm_limit=200).\n - Construct the exact sysparm_query string for you.\n - Create a new incident \u2014 tell me the short description, description, priority, category, and assigned_to (if any).\n\nWhich action would you like me to take?\n\nUser: State 'Awaiting Vendor', Priority = 2, older than 2 days, and flag it for the carrier review dashboard.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HDB1AA4JWW7P6J2AM2PSHZ", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEtelco^short_descriptionLIKEescalation^company=TelcoOne^state=Awaiting Vendor^priority=2^sys_created_on\",\n \"opened_after=2025-01-01\",\n \"category=network\",\n \"sysparm_limit=100\"\n ],\n \"offer\": \"I can re-run the query with different filters, increase the limit/pagination, or create a new incident \u2014 tell me which action and any filter or incident details.\"\n}", + "expected_fragments": [ + "vendor=TelcoOne", + "state=Awaiting Vendor", + "priority=2", + "sys_created_on < NOW() - 2 days" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Escalate ServiceNow vendor incidents", + "idx": 16, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-16-1762594635264", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "short_descriptionLIKEtelco^short_descriptionLIKEescalation^company=TelcoOne^state=Awaiting Vendor^priority=2^sys_created_on\",\n \"opened_after=2025-01-01\",\n \"category=network\",\n \"sysparm_limit=100\"\n ],\n \"offer\": \"I can re-run the query with different filters, increase the limit/pagination, or create a new incident \u2014 tell me which action and any filter or incident details.\"\n}" + } + }, + "variables": { + "x_incident_query": "short_descriptionLIKEtelco^short_descriptionLIKEescalation^company=TelcoOne^state=Awaiting Vendor^priority=2^sys_created_on\",\n \"opened_after=2025-01-01\",\n \"category=network\",\n \"sysparm_limit=100\"\n ],\n \"offer\": \"I can re-run the query with different filters, increase the limit/pagination, or create a new incident \u2014 tell me which action and any filter or incident details.\"\n}" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need to prep Telco escalations.", + "prompt": "You are the ServiceNow vendor liaison knitting supplier reviews into targeted incident queues.\n\nGather vendor name, state, priority, and pending-age rule resolved over the chat.\n\nInclude dashboard references if stated.\n\nUser: Need to prep Telco escalations.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEtelco^short_descriptionLIKEescalation\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,company,pending_age_rule_resolved,dashboard_reference\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch Telco escalation incidents and gather vendor name (company), state, priority, pending-age rule resolution, and any dashboard references\n- x: The ServiceNow query returned success but no incidents were found (incidents = []). \n\nIf you expected results, try these checks and next steps:\n- Confirm the query filters (date range, state, assigned_to, etc.) and expand or remove them.\n- Check pagination/sysparm_limit and try increasing it.\n- Verify API credentials and user permissions for the instance.\n- Ensure you queried the correct ServiceNow instance/environment.\n- Retry the query or provide the filters you want (e.g., state=open, assigned_to=, opened_after=2025-01-01) and I can run it again or help construct the query.\n- If you want, I can also create a new incident \u2014 tell me the details.\n\nWould you like me to re-run with different filters or take any specific action?" + }, + { + "turn_index": 1, + "user": "Vendor equals 'TelcoOne'.", + "prompt": "You are the ServiceNow vendor liaison knitting supplier reviews into targeted incident queues.\n\nGather vendor name, state, priority, and pending-age rule resolved over the chat.\n\nInclude dashboard references if stated.\n\nConversation so far:\nUser: Need to prep Telco escalations.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEtelco^short_descriptionLIKEescalation\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,company,pending_age_rule_resolved,dashboard_reference\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch Telco escalation incidents and gather vendor name (company), state, priority, pending-age rule resolution, and any dashboard references\n- x: The ServiceNow query returned success but no incidents were found (incidents = []). \n\nIf you expected results, try these checks and next steps:\n- Confirm the query filters (date range, state, assigned_to, etc.) and expand or remove them.\n- Check pagination/sysparm_limit and try increasing it.\n- Verify API credentials and user permissions for the instance.\n- Ensure you queried the correct ServiceNow instance/environment.\n- Retry the query or provide the filters you want (e.g., state=open, assigned_to=, opened_after=2025-01-01) and I can run it again or help construct the query.\n- If you want, I can also create a new incident \u2014 tell me the details.\n\nWould you like me to re-run with different filters or take any specific action?\n\nUser: Vendor equals 'TelcoOne'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEtelco^short_descriptionLIKEescalation^company=TelcoOne\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,company,pending_age_rule_resolved,dashboard_reference\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch Telco escalation incidents and gather vendor name (company), state, priority, pending-age rule resolution, and any dashboard references\n- x: The ServiceNow query returned success but no incidents were found (incidents = []). Possible causes and next steps:\n\n- Likely causes\n - Query filters are too narrow (date range, state, assigned_to, category, etc.).\n - Pagination/sysparm_limit is too low (results truncated).\n - Query targeted the wrong ServiceNow instance/environment.\n - API credentials or user permissions don\u2019t allow viewing incidents.\n - There truly are no incidents matching the filters.\n\n- Recommended next steps\n 1. Review and broaden filters (e.g., remove assigned_to, expand date range, remove specific state).\n 2. Increase sysparm_limit (e.g., sysparm_limit=100 or 1000) and/or ensure pagination is handled.\n 3. Verify the ServiceNow instance URL and the account\u2019s roles/permissions for the API user.\n 4. Retry the query after adjusting filters.\n\n- If you want, I can:\n - Re-run the query with specific filters you provide (example: state=open, opened_after=2025-01-01, sysparm_limit=200).\n - Construct the exact sysparm_query string for you.\n - Create a new incident \u2014 tell me the short description, description, priority, category, and assigned_to (if any).\n\nWhich action would you like me to take?" + }, + { + "turn_index": 2, + "user": "State 'Awaiting Vendor', Priority = 2, older than 2 days, and flag it for the carrier review dashboard.", + "prompt": "You are the ServiceNow vendor liaison knitting supplier reviews into targeted incident queues.\n\nGather vendor name, state, priority, and pending-age rule resolved over the chat.\n\nInclude dashboard references if stated.\n\nConversation so far:\nUser: Need to prep Telco escalations.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEtelco^short_descriptionLIKEescalation\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,company,pending_age_rule_resolved,dashboard_reference\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch Telco escalation incidents and gather vendor name (company), state, priority, pending-age rule resolution, and any dashboard references\n- x: The ServiceNow query returned success but no incidents were found (incidents = []). \n\nIf you expected results, try these checks and next steps:\n- Confirm the query filters (date range, state, assigned_to, etc.) and expand or remove them.\n- Check pagination/sysparm_limit and try increasing it.\n- Verify API credentials and user permissions for the instance.\n- Ensure you queried the correct ServiceNow instance/environment.\n- Retry the query or provide the filters you want (e.g., state=open, assigned_to=, opened_after=2025-01-01) and I can run it again or help construct the query.\n- If you want, I can also create a new incident \u2014 tell me the details.\n\nWould you like me to re-run with different filters or take any specific action?\nUser: Vendor equals 'TelcoOne'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEtelco^short_descriptionLIKEescalation^company=TelcoOne\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,company,pending_age_rule_resolved,dashboard_reference\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch Telco escalation incidents and gather vendor name (company), state, priority, pending-age rule resolution, and any dashboard references\n- x: The ServiceNow query returned success but no incidents were found (incidents = []). Possible causes and next steps:\n\n- Likely causes\n - Query filters are too narrow (date range, state, assigned_to, category, etc.).\n - Pagination/sysparm_limit is too low (results truncated).\n - Query targeted the wrong ServiceNow instance/environment.\n - API credentials or user permissions don\u2019t allow viewing incidents.\n - There truly are no incidents matching the filters.\n\n- Recommended next steps\n 1. Review and broaden filters (e.g., remove assigned_to, expand date range, remove specific state).\n 2. Increase sysparm_limit (e.g., sysparm_limit=100 or 1000) and/or ensure pagination is handled.\n 3. Verify the ServiceNow instance URL and the account\u2019s roles/permissions for the API user.\n 4. Retry the query after adjusting filters.\n\n- If you want, I can:\n - Re-run the query with specific filters you provide (example: state=open, opened_after=2025-01-01, sysparm_limit=200).\n - Construct the exact sysparm_query string for you.\n - Create a new incident \u2014 tell me the short description, description, priority, category, and assigned_to (if any).\n\nWhich action would you like me to take?\n\nUser: State 'Awaiting Vendor', Priority = 2, older than 2 days, and flag it for the carrier review dashboard.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEtelco^short_descriptionLIKEescalation^company=TelcoOne^state=Awaiting Vendor^priority=2^sys_created_on\",\n \"opened_after=2025-01-01\",\n \"category=network\",\n \"sysparm_limit=100\"\n ],\n \"offer\": \"I can re-run the query with different filters, increase the limit/pagination, or create a new incident \u2014 tell me which action and any filter or incident details.\"\n}" + } + ], + "matched_fragments": [ + "state=Awaiting Vendor", + "priority=2" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T09:51:36.832689+00:00", + "idx": 17, + "task": "Calibrate Salesforce pipeline for product specialists", + "prompt": "You are the Salesforce pipeline analyst turning piecemeal product requests into precise opportunity filters.\n\nCapture product family, stage, forecast type, and geo after back-and-forth.\n\nRecord any dependency cube mentions.\n\nConversation so far:\nUser: Show me where the Atlas product sits.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find opportunities and pipeline position for product family 'Atlas'; return distribution and counts by Stage, Forecast Type, and Geography. Product family='Atlas'; Stage, Forecast Type, and Geo to be captured via follow-up.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Locate where the 'Atlas' product family sits in the pipeline and report distribution by stage, forecast type, and geography; identify any dependency cube mentions\n- x: null\nUser: Opportunities in Stage 'Proposal/Price Quote'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find opportunities and pipeline position for product family 'Atlas' filtered to Stage 'Proposal/Price Quote'; return distribution and counts by Stage, Forecast Type, and Geography; identify any dependency cube mentions.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Locate 'Atlas' product family opportunities in Stage 'Proposal/Price Quote' and report distribution by Stage, Forecast Type, and Geography; capture any dependency cube mentions.\n- x: null\n\nUser: ProductFamily__c must be 'Atlas Platform', ForecastCategory = Pipeline, and restrict to Region__c = APAC for the product punchlist cube.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HDWGTXB056WRJX2BABWAP2", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find opportunities and pipeline position for product family 'Atlas Platform' filtered to ForecastCategory = Pipeline and Region__c = APAC; return distribution and counts by Stage, Forecast Type, and Geography; capture any dependency cube mentions.\n- x_salesforce_query_depends_on: product_punchlist_cube\n- x_salesforce_query_api_task: Locate 'Atlas Platform' opportunities in ForecastCategory=Pipeline for APAC and report distribution by Stage, Forecast Type, and Geography using the product punchlist cube.\n- x: null", + "expected_fragments": [ + "StageName = Proposal/Price Quote", + "ProductFamily__c = Atlas Platform", + "ForecastCategory = Pipeline", + "Region__c = APAC" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Calibrate Salesforce pipeline for product specialists", + "idx": 17, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-17-1762594947411", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Find opportunities and pipeline position for product family 'Atlas Platform' filtered to ForecastCategory = Pipeline and Region__c = APAC; return distribution and counts by Stage, Forecast Type, and Geography; capture any dependency cube mentions.", + "x_salesforce_query_depends_on": "product_punchlist_cube", + "x_salesforce_query_api_task": "Locate 'Atlas Platform' opportunities in ForecastCategory=Pipeline for APAC and report distribution by Stage, Forecast Type, and Geography using the product punchlist cube.", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Find opportunities and pipeline position for product family 'Atlas Platform' filtered to ForecastCategory = Pipeline and Region__c = APAC; return distribution and counts by Stage, Forecast Type, and Geography; capture any dependency cube mentions.", + "x_salesforce_query_depends_on": "product_punchlist_cube", + "x_salesforce_query_api_task": "Locate 'Atlas Platform' opportunities in ForecastCategory=Pipeline for APAC and report distribution by Stage, Forecast Type, and Geography using the product punchlist cube.", + "x": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Show me where the Atlas product sits.", + "prompt": "You are the Salesforce pipeline analyst turning piecemeal product requests into precise opportunity filters.\n\nCapture product family, stage, forecast type, and geo after back-and-forth.\n\nRecord any dependency cube mentions.\n\nUser: Show me where the Atlas product sits.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find opportunities and pipeline position for product family 'Atlas'; return distribution and counts by Stage, Forecast Type, and Geography. Product family='Atlas'; Stage, Forecast Type, and Geo to be captured via follow-up.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Locate where the 'Atlas' product family sits in the pipeline and report distribution by stage, forecast type, and geography; identify any dependency cube mentions\n- x: null" + }, + { + "turn_index": 1, + "user": "Opportunities in Stage 'Proposal/Price Quote'.", + "prompt": "You are the Salesforce pipeline analyst turning piecemeal product requests into precise opportunity filters.\n\nCapture product family, stage, forecast type, and geo after back-and-forth.\n\nRecord any dependency cube mentions.\n\nConversation so far:\nUser: Show me where the Atlas product sits.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find opportunities and pipeline position for product family 'Atlas'; return distribution and counts by Stage, Forecast Type, and Geography. Product family='Atlas'; Stage, Forecast Type, and Geo to be captured via follow-up.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Locate where the 'Atlas' product family sits in the pipeline and report distribution by stage, forecast type, and geography; identify any dependency cube mentions\n- x: null\n\nUser: Opportunities in Stage 'Proposal/Price Quote'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find opportunities and pipeline position for product family 'Atlas' filtered to Stage 'Proposal/Price Quote'; return distribution and counts by Stage, Forecast Type, and Geography; identify any dependency cube mentions.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Locate 'Atlas' product family opportunities in Stage 'Proposal/Price Quote' and report distribution by Stage, Forecast Type, and Geography; capture any dependency cube mentions.\n- x: null" + }, + { + "turn_index": 2, + "user": "ProductFamily__c must be 'Atlas Platform', ForecastCategory = Pipeline, and restrict to Region__c = APAC for the product punchlist cube.", + "prompt": "You are the Salesforce pipeline analyst turning piecemeal product requests into precise opportunity filters.\n\nCapture product family, stage, forecast type, and geo after back-and-forth.\n\nRecord any dependency cube mentions.\n\nConversation so far:\nUser: Show me where the Atlas product sits.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find opportunities and pipeline position for product family 'Atlas'; return distribution and counts by Stage, Forecast Type, and Geography. Product family='Atlas'; Stage, Forecast Type, and Geo to be captured via follow-up.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Locate where the 'Atlas' product family sits in the pipeline and report distribution by stage, forecast type, and geography; identify any dependency cube mentions\n- x: null\nUser: Opportunities in Stage 'Proposal/Price Quote'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find opportunities and pipeline position for product family 'Atlas' filtered to Stage 'Proposal/Price Quote'; return distribution and counts by Stage, Forecast Type, and Geography; identify any dependency cube mentions.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Locate 'Atlas' product family opportunities in Stage 'Proposal/Price Quote' and report distribution by Stage, Forecast Type, and Geography; capture any dependency cube mentions.\n- x: null\n\nUser: ProductFamily__c must be 'Atlas Platform', ForecastCategory = Pipeline, and restrict to Region__c = APAC for the product punchlist cube.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Find opportunities and pipeline position for product family 'Atlas Platform' filtered to ForecastCategory = Pipeline and Region__c = APAC; return distribution and counts by Stage, Forecast Type, and Geography; capture any dependency cube mentions.\n- x_salesforce_query_depends_on: product_punchlist_cube\n- x_salesforce_query_api_task: Locate 'Atlas Platform' opportunities in ForecastCategory=Pipeline for APAC and report distribution by Stage, Forecast Type, and Geography using the product punchlist cube.\n- x: null" + } + ], + "matched_fragments": [ + "ForecastCategory = Pipeline", + "Region__c = APAC" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T09:53:24.928649+00:00", + "idx": 18, + "task": "Audit ServiceNow incidents reopened multiple times", + "prompt": "You are the ServiceNow quality analyst translating support reliability notes into follow-up queries.\n\nCapture the reopen count threshold, state, assignment group, and time window clarified in the conversation.\n\nNote any scorecard ties if mentioned.\n\nConversation so far:\nUser: Find incidents that keep bouncing back.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: reopen_count>=2\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,reopen_count,state,assignment_group,assigned_to,sys_updated_on,sys_created_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents that keep bouncing back (reopen_count>=2). Capture reopen count threshold, state, assignment group, and time window when clarified; note any scorecard ties if present.\n- x: The ServiceNow API call succeeded but returned no incidents (incidents list is empty).\n\nNext steps you can take:\n- Confirm your query filters (date range, state, assignment group, caller, etc.) \u2014 broaden or remove filters to see if any records appear.\n- Verify the API credentials and permissions to ensure the account can read incidents.\n- Check the ServiceNow instance for incidents directly in the UI to confirm there are records to return.\n- If you used pagination or a limit parameter (sysparm_limit), increase or remove it.\n- Review API request logs or response metadata (if available) for errors or clues.\n\nIf you want, tell me the filters or parameters you used (time range, state, assignment group, or sys_id), and I can suggest the exact query to try next.\nUser: Reopen count greater than or equal to 2.\nAssistant: - Reopen count threshold: reopen_count >= 2\n- State: not clarified in the conversation/history\n- Assignment group: not clarified in the conversation/history\n- Time window: not clarified in the conversation/history\n- Scorecard ties: none mentioned\n\nAdditional relevant fact from the execution: the ServiceNow API call succeeded but returned no incidents.\n\nUser: Only those still In Progress inside assignment_group='Customer Support North America' created in the past 30 days for the reliability variance report.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HE3HDHJX1YW47ZGHQFACR7", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: reopen_count>=2^incident_state=2^assignment_groupLIKECustomer Support North America^sys_created_onBETWEEN2025-10-09@2025-11-08\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,reopen_count,state,assignment_group,assigned_to,sys_updated_on,sys_created_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents that keep bouncing back (reopen_count>=2) that are In Progress, assigned to 'Customer Support North America', created in the past 30 days (2025-10-09 to 2025-11-08) for the reliability variance report. Note: scorecard ties: none mentioned.\n- x: The API call succeeded but returned no incidents (incidents array is empty). Possible reasons and next steps:\n\n1. It may be correct \u2014 there are simply no incidents matching your current filters.\n2. Filters too narrow \u2014 confirm or broaden:\n - Date range (opened_at, updated_at)\n - State (e.g., active, closed)\n - Assignment group, caller, priority\n - Specific sys_id\n3. Pagination/limits \u2014 you may be hitting sysparm_limit or missing additional pages. Try increasing or removing sysparm_limit and/or use sysparm_offset for pagination.\n4. Permissions \u2014 verify the API user has the roles/permissions (for example, itil or admin) to read incidents.\n5. Verify in the ServiceNow UI \u2014 check the same filters in the UI to confirm there are records.\n6. Check request/response logs \u2014 look for errors or suppressed information in API logs.\n\nIf helpful, I can:\n- Suggest an exact sysparm_query to try if you tell me the filters you intended (time range, state, assignment group, sys_id, etc.).\n- Provide example queries, e.g.:\n - All active incidents, limit 100: sysparm_query=active=true&sysparm_limit=100\n - Incidents opened since 2025-01-01: sysparm_query=opened_at>=2025-01-01\n - Remove all filters to list recent incidents: sysparm_limit=200 (and no sysparm_query)\n- Draft the API request (full URL and params) for you to run.\n\nTell me the filters (date range, state, assignment group, sys_id, or desired limit) you used or want to try next and I\u2019ll give the exact query to run.", + "expected_fragments": [ + "reopen_count>=2", + "state=In Progress", + "assignment_group=Customer Support North America", + "sys_created_on = LAST 30 DAYS" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Audit ServiceNow incidents reopened multiple times", + "idx": 18, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-18-1762595501833", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "reopen_count>=2^incident_state=2^assignment_groupLIKECustomer Support North America^sys_created_onBETWEEN2025-10-09@2025-11-08", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,reopen_count,state,assignment_group,assigned_to,sys_updated_on,sys_created_on", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Find incidents that keep bouncing back (reopen_count>=2) that are In Progress, assigned to 'Customer Support North America', created in the past 30 days (2025-10-09 to 2025-11-08) for the reliability variance report. Note: scorecard ties: none mentioned.", + "x": "The API call succeeded but returned no incidents (incidents array is empty). Possible reasons and next steps:\n\n1. It may be correct \u2014 there are simply no incidents matching your current filters.\n2. Filters too narrow \u2014 confirm or broaden:\n - Date range (opened_at, updated_at)\n - State (e.g., active, closed)\n - Assignment group, caller, priority\n - Specific sys_id\n3. Pagination/limits \u2014 you may be hitting sysparm_limit or missing additional pages. Try increasing or removing sysparm_limit and/or use sysparm_offset for pagination.\n4. Permissions \u2014 verify the API user has the roles/permissions (for example, itil or admin) to read incidents.\n5. Verify in the ServiceNow UI \u2014 check the same filters in the UI to confirm there are records.\n6. Check request/response logs \u2014 look for errors or suppressed information in API logs.\n\nIf helpful, I can:\n- Suggest an exact sysparm_query to try if you tell me the filters you intended (time range, state, assignment group, sys_id, etc.).\n- Provide example queries, e.g.:\n - All active incidents, limit 100: sysparm_query=active=true&sysparm_limit=100\n - Incidents opened since 2025-01-01: sysparm_query=opened_at>=2025-01-01\n - Remove all filters to list recent incidents: sysparm_limit=200 (and no sysparm_query)\n- Draft the API request (full URL and params) for you to run.\n\nTell me the filters (date range, state, assignment group, sys_id, or desired limit) you used or want to try next and I\u2019ll give the exact query to run." + } + }, + "variables": { + "x_incident_query": "reopen_count>=2^incident_state=2^assignment_groupLIKECustomer Support North America^sys_created_onBETWEEN2025-10-09@2025-11-08", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,reopen_count,state,assignment_group,assigned_to,sys_updated_on,sys_created_on", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Find incidents that keep bouncing back (reopen_count>=2) that are In Progress, assigned to 'Customer Support North America', created in the past 30 days (2025-10-09 to 2025-11-08) for the reliability variance report. Note: scorecard ties: none mentioned.", + "x": "The API call succeeded but returned no incidents (incidents array is empty). Possible reasons and next steps:\n\n1. It may be correct \u2014 there are simply no incidents matching your current filters.\n2. Filters too narrow \u2014 confirm or broaden:\n - Date range (opened_at, updated_at)\n - State (e.g., active, closed)\n - Assignment group, caller, priority\n - Specific sys_id\n3. Pagination/limits \u2014 you may be hitting sysparm_limit or missing additional pages. Try increasing or removing sysparm_limit and/or use sysparm_offset for pagination.\n4. Permissions \u2014 verify the API user has the roles/permissions (for example, itil or admin) to read incidents.\n5. Verify in the ServiceNow UI \u2014 check the same filters in the UI to confirm there are records.\n6. Check request/response logs \u2014 look for errors or suppressed information in API logs.\n\nIf helpful, I can:\n- Suggest an exact sysparm_query to try if you tell me the filters you intended (time range, state, assignment group, sys_id, etc.).\n- Provide example queries, e.g.:\n - All active incidents, limit 100: sysparm_query=active=true&sysparm_limit=100\n - Incidents opened since 2025-01-01: sysparm_query=opened_at>=2025-01-01\n - Remove all filters to list recent incidents: sysparm_limit=200 (and no sysparm_query)\n- Draft the API request (full URL and params) for you to run.\n\nTell me the filters (date range, state, assignment group, sys_id, or desired limit) you used or want to try next and I\u2019ll give the exact query to run." + }, + "turns": [ + { + "turn_index": 0, + "user": "Find incidents that keep bouncing back.", + "prompt": "You are the ServiceNow quality analyst translating support reliability notes into follow-up queries.\n\nCapture the reopen count threshold, state, assignment group, and time window clarified in the conversation.\n\nNote any scorecard ties if mentioned.\n\nUser: Find incidents that keep bouncing back.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: reopen_count>=2\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,reopen_count,state,assignment_group,assigned_to,sys_updated_on,sys_created_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents that keep bouncing back (reopen_count>=2). Capture reopen count threshold, state, assignment group, and time window when clarified; note any scorecard ties if present.\n- x: The ServiceNow API call succeeded but returned no incidents (incidents list is empty).\n\nNext steps you can take:\n- Confirm your query filters (date range, state, assignment group, caller, etc.) \u2014 broaden or remove filters to see if any records appear.\n- Verify the API credentials and permissions to ensure the account can read incidents.\n- Check the ServiceNow instance for incidents directly in the UI to confirm there are records to return.\n- If you used pagination or a limit parameter (sysparm_limit), increase or remove it.\n- Review API request logs or response metadata (if available) for errors or clues.\n\nIf you want, tell me the filters or parameters you used (time range, state, assignment group, or sys_id), and I can suggest the exact query to try next." + }, + { + "turn_index": 1, + "user": "Reopen count greater than or equal to 2.", + "prompt": "You are the ServiceNow quality analyst translating support reliability notes into follow-up queries.\n\nCapture the reopen count threshold, state, assignment group, and time window clarified in the conversation.\n\nNote any scorecard ties if mentioned.\n\nConversation so far:\nUser: Find incidents that keep bouncing back.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: reopen_count>=2\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,reopen_count,state,assignment_group,assigned_to,sys_updated_on,sys_created_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents that keep bouncing back (reopen_count>=2). Capture reopen count threshold, state, assignment group, and time window when clarified; note any scorecard ties if present.\n- x: The ServiceNow API call succeeded but returned no incidents (incidents list is empty).\n\nNext steps you can take:\n- Confirm your query filters (date range, state, assignment group, caller, etc.) \u2014 broaden or remove filters to see if any records appear.\n- Verify the API credentials and permissions to ensure the account can read incidents.\n- Check the ServiceNow instance for incidents directly in the UI to confirm there are records to return.\n- If you used pagination or a limit parameter (sysparm_limit), increase or remove it.\n- Review API request logs or response metadata (if available) for errors or clues.\n\nIf you want, tell me the filters or parameters you used (time range, state, assignment group, or sys_id), and I can suggest the exact query to try next.\n\nUser: Reopen count greater than or equal to 2.", + "response_status": "completed", + "response_text": "- Reopen count threshold: reopen_count >= 2\n- State: not clarified in the conversation/history\n- Assignment group: not clarified in the conversation/history\n- Time window: not clarified in the conversation/history\n- Scorecard ties: none mentioned\n\nAdditional relevant fact from the execution: the ServiceNow API call succeeded but returned no incidents." + }, + { + "turn_index": 2, + "user": "Only those still In Progress inside assignment_group='Customer Support North America' created in the past 30 days for the reliability variance report.", + "prompt": "You are the ServiceNow quality analyst translating support reliability notes into follow-up queries.\n\nCapture the reopen count threshold, state, assignment group, and time window clarified in the conversation.\n\nNote any scorecard ties if mentioned.\n\nConversation so far:\nUser: Find incidents that keep bouncing back.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: reopen_count>=2\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,reopen_count,state,assignment_group,assigned_to,sys_updated_on,sys_created_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents that keep bouncing back (reopen_count>=2). Capture reopen count threshold, state, assignment group, and time window when clarified; note any scorecard ties if present.\n- x: The ServiceNow API call succeeded but returned no incidents (incidents list is empty).\n\nNext steps you can take:\n- Confirm your query filters (date range, state, assignment group, caller, etc.) \u2014 broaden or remove filters to see if any records appear.\n- Verify the API credentials and permissions to ensure the account can read incidents.\n- Check the ServiceNow instance for incidents directly in the UI to confirm there are records to return.\n- If you used pagination or a limit parameter (sysparm_limit), increase or remove it.\n- Review API request logs or response metadata (if available) for errors or clues.\n\nIf you want, tell me the filters or parameters you used (time range, state, assignment group, or sys_id), and I can suggest the exact query to try next.\nUser: Reopen count greater than or equal to 2.\nAssistant: - Reopen count threshold: reopen_count >= 2\n- State: not clarified in the conversation/history\n- Assignment group: not clarified in the conversation/history\n- Time window: not clarified in the conversation/history\n- Scorecard ties: none mentioned\n\nAdditional relevant fact from the execution: the ServiceNow API call succeeded but returned no incidents.\n\nUser: Only those still In Progress inside assignment_group='Customer Support North America' created in the past 30 days for the reliability variance report.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: reopen_count>=2^incident_state=2^assignment_groupLIKECustomer Support North America^sys_created_onBETWEEN2025-10-09@2025-11-08\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,reopen_count,state,assignment_group,assigned_to,sys_updated_on,sys_created_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents that keep bouncing back (reopen_count>=2) that are In Progress, assigned to 'Customer Support North America', created in the past 30 days (2025-10-09 to 2025-11-08) for the reliability variance report. Note: scorecard ties: none mentioned.\n- x: The API call succeeded but returned no incidents (incidents array is empty). Possible reasons and next steps:\n\n1. It may be correct \u2014 there are simply no incidents matching your current filters.\n2. Filters too narrow \u2014 confirm or broaden:\n - Date range (opened_at, updated_at)\n - State (e.g., active, closed)\n - Assignment group, caller, priority\n - Specific sys_id\n3. Pagination/limits \u2014 you may be hitting sysparm_limit or missing additional pages. Try increasing or removing sysparm_limit and/or use sysparm_offset for pagination.\n4. Permissions \u2014 verify the API user has the roles/permissions (for example, itil or admin) to read incidents.\n5. Verify in the ServiceNow UI \u2014 check the same filters in the UI to confirm there are records.\n6. Check request/response logs \u2014 look for errors or suppressed information in API logs.\n\nIf helpful, I can:\n- Suggest an exact sysparm_query to try if you tell me the filters you intended (time range, state, assignment group, sys_id, etc.).\n- Provide example queries, e.g.:\n - All active incidents, limit 100: sysparm_query=active=true&sysparm_limit=100\n - Incidents opened since 2025-01-01: sysparm_query=opened_at>=2025-01-01\n - Remove all filters to list recent incidents: sysparm_limit=200 (and no sysparm_query)\n- Draft the API request (full URL and params) for you to run.\n\nTell me the filters (date range, state, assignment group, sys_id, or desired limit) you used or want to try next and I\u2019ll give the exact query to run." + } + ], + "matched_fragments": [ + "reopen_count>=2" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T09:56:13.477004+00:00", + "idx": 19, + "task": "Build Salesforce outreach list while honoring compliance flags", + "prompt": "You are the Salesforce compliance-aware marketer balancing growth asks with do-not-contact requirements.\n\nCollect the lead status, marketing segment, compliance flags, and fields after iteration.\n\nInclude workspace references if surfaced.\n\nConversation so far:\nUser: Need fresh leads for the nurture push.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve fresh leads for a nurture push. Collect each lead's lead status, marketing segment, compliance flags, workspace references if present, and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for fresh leads for the nurture campaign and return lead status, marketing segment, compliance flags, workspace references, and other relevant fields after iteration\n- x: null\nUser: Status should be 'Working - Contacted'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve fresh leads for a nurture push with status 'Working - Contacted'. Collect each lead's lead status, marketing segment, compliance flags, workspace references if present, and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for fresh leads for the nurture campaign with status 'Working - Contacted' and return lead status, marketing segment, compliance flags, workspace references if present, and other relevant fields.\n- x: None\n\nUser: Make sure Do_Not_Call = false, Email_Opt_Out = false, Segment__c = Mid-Market, and return FirstName, LastName, Email for the nurture compliance workspace.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HE8CWESQDWZW9QNNE1H7BZ", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve fresh leads for a nurture push with status 'Working - Contacted'. Ensure Do_Not_Call=false, Email_Opt_Out=false, Segment__c='Mid-Market'. Collect lead status, marketing segment, compliance flags, workspace references if present, and return FirstName, LastName, Email and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for fresh leads for the nurture campaign with status 'Working - Contacted' and filters Do_Not_Call=false, Email_Opt_Out=false, Segment__c='Mid-Market'; return FirstName, LastName, Email, lead status, marketing segment, compliance flags, workspace references and other relevant fields.\n- x: null", + "expected_fragments": [ + "Status = Working - Contacted", + "Do_Not_Call = false", + "Email_Opt_Out = false", + "Segment__c = Mid-Market", + "Fields: FirstName, LastName, Email" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Build Salesforce outreach list while honoring compliance flags", + "idx": 19, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-19-1762595609929", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Retrieve fresh leads for a nurture push with status 'Working - Contacted'. Ensure Do_Not_Call=false, Email_Opt_Out=false, Segment__c='Mid-Market'. Collect lead status, marketing segment, compliance flags, workspace references if present, and return FirstName, LastName, Email and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Salesforce for fresh leads for the nurture campaign with status 'Working - Contacted' and filters Do_Not_Call=false, Email_Opt_Out=false, Segment__c='Mid-Market'; return FirstName, LastName, Email, lead status, marketing segment, compliance flags, workspace references and other relevant fields.", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Retrieve fresh leads for a nurture push with status 'Working - Contacted'. Ensure Do_Not_Call=false, Email_Opt_Out=false, Segment__c='Mid-Market'. Collect lead status, marketing segment, compliance flags, workspace references if present, and return FirstName, LastName, Email and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Salesforce for fresh leads for the nurture campaign with status 'Working - Contacted' and filters Do_Not_Call=false, Email_Opt_Out=false, Segment__c='Mid-Market'; return FirstName, LastName, Email, lead status, marketing segment, compliance flags, workspace references and other relevant fields.", + "x": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need fresh leads for the nurture push.", + "prompt": "You are the Salesforce compliance-aware marketer balancing growth asks with do-not-contact requirements.\n\nCollect the lead status, marketing segment, compliance flags, and fields after iteration.\n\nInclude workspace references if surfaced.\n\nUser: Need fresh leads for the nurture push.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve fresh leads for a nurture push. Collect each lead's lead status, marketing segment, compliance flags, workspace references if present, and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for fresh leads for the nurture campaign and return lead status, marketing segment, compliance flags, workspace references, and other relevant fields after iteration\n- x: null" + }, + { + "turn_index": 1, + "user": "Status should be 'Working - Contacted'.", + "prompt": "You are the Salesforce compliance-aware marketer balancing growth asks with do-not-contact requirements.\n\nCollect the lead status, marketing segment, compliance flags, and fields after iteration.\n\nInclude workspace references if surfaced.\n\nConversation so far:\nUser: Need fresh leads for the nurture push.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve fresh leads for a nurture push. Collect each lead's lead status, marketing segment, compliance flags, workspace references if present, and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for fresh leads for the nurture campaign and return lead status, marketing segment, compliance flags, workspace references, and other relevant fields after iteration\n- x: null\n\nUser: Status should be 'Working - Contacted'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve fresh leads for a nurture push with status 'Working - Contacted'. Collect each lead's lead status, marketing segment, compliance flags, workspace references if present, and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for fresh leads for the nurture campaign with status 'Working - Contacted' and return lead status, marketing segment, compliance flags, workspace references if present, and other relevant fields.\n- x: None" + }, + { + "turn_index": 2, + "user": "Make sure Do_Not_Call = false, Email_Opt_Out = false, Segment__c = Mid-Market, and return FirstName, LastName, Email for the nurture compliance workspace.", + "prompt": "You are the Salesforce compliance-aware marketer balancing growth asks with do-not-contact requirements.\n\nCollect the lead status, marketing segment, compliance flags, and fields after iteration.\n\nInclude workspace references if surfaced.\n\nConversation so far:\nUser: Need fresh leads for the nurture push.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve fresh leads for a nurture push. Collect each lead's lead status, marketing segment, compliance flags, workspace references if present, and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for fresh leads for the nurture campaign and return lead status, marketing segment, compliance flags, workspace references, and other relevant fields after iteration\n- x: null\nUser: Status should be 'Working - Contacted'.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve fresh leads for a nurture push with status 'Working - Contacted'. Collect each lead's lead status, marketing segment, compliance flags, workspace references if present, and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for fresh leads for the nurture campaign with status 'Working - Contacted' and return lead status, marketing segment, compliance flags, workspace references if present, and other relevant fields.\n- x: None\n\nUser: Make sure Do_Not_Call = false, Email_Opt_Out = false, Segment__c = Mid-Market, and return FirstName, LastName, Email for the nurture compliance workspace.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve fresh leads for a nurture push with status 'Working - Contacted'. Ensure Do_Not_Call=false, Email_Opt_Out=false, Segment__c='Mid-Market'. Collect lead status, marketing segment, compliance flags, workspace references if present, and return FirstName, LastName, Email and any additional lead fields after iteration. Filter for recently created or recently engaged leads (fresh leads).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for fresh leads for the nurture campaign with status 'Working - Contacted' and filters Do_Not_Call=false, Email_Opt_Out=false, Segment__c='Mid-Market'; return FirstName, LastName, Email, lead status, marketing segment, compliance flags, workspace references and other relevant fields.\n- x: null" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T09:58:12.043199+00:00", + "idx": 20, + "task": "Track ServiceNow catalog completions that need survey triggers", + "prompt": "You are the ServiceNow service delivery analyst turning CSAT follow-up chats into fulfillment filters.\n\nFirm up catalog item, closed state, completion window, and assignment group from the dialogue.\n\nCapture any survey exports once they arise.\n\nConversation so far:\nUser: Which laptop requests wrapped up this week?\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKElaptop^state=7^resolved_atBETWEEN2025-11-03@2025-11-08\n- x_incident_query_aggregate: null\n- x_incident_query_sort: resolved_at DESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,assigned_to,resolved_at,closed_at,state,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find laptop catalog requests closed this week; firm up catalog item, closed state, completion window, and assignment group; capture any survey exports or related notes\n- x: The ServiceNow API call succeeded but returned no incidents.\n\nWhat this means:\n- status: success\n- incidents returned: 0\n\nIf you expected incidents, try these next steps:\n- Verify the query/filter, date range, and any other parameters used.\n- Confirm you are querying the correct ServiceNow instance/table and that your credentials/permissions allow viewing incidents.\n- Retry the call or broaden the search (remove restrictive filters).\n- If you want, I can:\n - Rerun the query with different filters (tell me which),\n - Create a new incident (provide details),\n - Or fetch recent incidents for a specific time range or priority.\n\nTell me how you\u2019d like to proceed.\nUser: Catalog item is 'Enterprise Laptop Build'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKElaptop^state=7^resolved_atBETWEEN2025-11-03@2025-11-08^catalog_itemLIKEEnterprise Laptop Build\n- x_incident_query_aggregate: null\n- x_incident_query_sort: resolved_at DESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,assigned_to,resolved_at,closed_at,state,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find laptop catalog requests closed this week; firm up catalog item, closed state, completion window, and assignment group; capture any survey exports or related notes\n- x: The ServiceNow call succeeded but returned no incidents.\n\nPossible reasons and next steps:\n- Verify your query/filter (conditions, date range, assignment group, priority, state). A too-restrictive filter often returns nothing.\n- Confirm you queried the correct ServiceNow instance/table and that your account has permission to view incidents.\n- Broaden the search (remove filters, expand date range, include more states such as New/In Progress/Resolved).\n- Retry the call.\n\nI can do any of the following for you \u2014 tell me which you want:\n- Rerun the query with different filters (specify the filters or tell me to broaden by date range or states).\n- Fetch recent incidents (e.g., last 7/30/90 days) or by priority.\n- Create a new incident (provide short details: short description, description, priority, assignment group, reporter).\n- Provide example queries/filters you can use in ServiceNow.\n\nWhich would you like me to do next?\n\nUser: State should be 'Closed Complete', fulfillment finished in the last 7 days, keep assignment_group='End User Services', and note it's for the CSAT trigger export.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HED2G183983BYPBHRCCV1Q", + "status": "completed", + "output_text": "Got it \u2014 here\u2019s the firmed-up filter and plan based on the conversation:\n\nFinalized filters\n- Catalog item: Enterprise Laptop Build\n- Closed state: Closed Complete\n- Completion window: fulfillment finished in the last 7 days (resolved_at between start_of_7_day_window and now)\n- Assignment group: End User Services\n- Purpose/note: For CSAT trigger export\n\nQuery template (to run)\n- Query: short_descriptionLIKElaptop^catalog_itemLIKEEnterprise Laptop Build^state=Closed Complete^assignment_group=End User Services^resolved_atBETWEEN@\n- Fields to return: number, short_description, assignment_group, assigned_to, resolved_at, closed_at, state, comments_and_work_notes\n- Sort: resolved_at DESC\n\nCurrent status from earlier runs\n- Prior ServiceNow API calls with laptop + Enterprise Laptop Build filters returned no incidents for the date range used earlier (no incidents returned).\n\nNext steps I can take (choose one)\n- Rerun the ServiceNow query now with the exact filters above (I will capture any survey/CSAT exports or related notes if found).\n- Broaden the search (expand date range or include additional states) if you want me to try again and increase chance of matches.\n- Or hold and wait \u2014 I will capture survey exports once they arise and report back.\n\nPlease confirm which action you want me to take.", + "expected_fragments": [ + "cat_item=Enterprise Laptop Build", + "state=Closed Complete", + "closed_at = LAST 7 DAYS", + "assignment_group=End User Services" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Track ServiceNow catalog completions that need survey triggers", + "idx": 20, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-20-1762595778477", + "turn_index": 2, + "history_reused": true, + "plan_steps": [], + "plan_step_count": 0, + "variables": {} + }, + "variables": {}, + "turns": [ + { + "turn_index": 0, + "user": "Which laptop requests wrapped up this week?", + "prompt": "You are the ServiceNow service delivery analyst turning CSAT follow-up chats into fulfillment filters.\n\nFirm up catalog item, closed state, completion window, and assignment group from the dialogue.\n\nCapture any survey exports once they arise.\n\nUser: Which laptop requests wrapped up this week?", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKElaptop^state=7^resolved_atBETWEEN2025-11-03@2025-11-08\n- x_incident_query_aggregate: null\n- x_incident_query_sort: resolved_at DESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,assigned_to,resolved_at,closed_at,state,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find laptop catalog requests closed this week; firm up catalog item, closed state, completion window, and assignment group; capture any survey exports or related notes\n- x: The ServiceNow API call succeeded but returned no incidents.\n\nWhat this means:\n- status: success\n- incidents returned: 0\n\nIf you expected incidents, try these next steps:\n- Verify the query/filter, date range, and any other parameters used.\n- Confirm you are querying the correct ServiceNow instance/table and that your credentials/permissions allow viewing incidents.\n- Retry the call or broaden the search (remove restrictive filters).\n- If you want, I can:\n - Rerun the query with different filters (tell me which),\n - Create a new incident (provide details),\n - Or fetch recent incidents for a specific time range or priority.\n\nTell me how you\u2019d like to proceed." + }, + { + "turn_index": 1, + "user": "Catalog item is 'Enterprise Laptop Build'.", + "prompt": "You are the ServiceNow service delivery analyst turning CSAT follow-up chats into fulfillment filters.\n\nFirm up catalog item, closed state, completion window, and assignment group from the dialogue.\n\nCapture any survey exports once they arise.\n\nConversation so far:\nUser: Which laptop requests wrapped up this week?\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKElaptop^state=7^resolved_atBETWEEN2025-11-03@2025-11-08\n- x_incident_query_aggregate: null\n- x_incident_query_sort: resolved_at DESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,assigned_to,resolved_at,closed_at,state,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find laptop catalog requests closed this week; firm up catalog item, closed state, completion window, and assignment group; capture any survey exports or related notes\n- x: The ServiceNow API call succeeded but returned no incidents.\n\nWhat this means:\n- status: success\n- incidents returned: 0\n\nIf you expected incidents, try these next steps:\n- Verify the query/filter, date range, and any other parameters used.\n- Confirm you are querying the correct ServiceNow instance/table and that your credentials/permissions allow viewing incidents.\n- Retry the call or broaden the search (remove restrictive filters).\n- If you want, I can:\n - Rerun the query with different filters (tell me which),\n - Create a new incident (provide details),\n - Or fetch recent incidents for a specific time range or priority.\n\nTell me how you\u2019d like to proceed.\n\nUser: Catalog item is 'Enterprise Laptop Build'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKElaptop^state=7^resolved_atBETWEEN2025-11-03@2025-11-08^catalog_itemLIKEEnterprise Laptop Build\n- x_incident_query_aggregate: null\n- x_incident_query_sort: resolved_at DESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,assigned_to,resolved_at,closed_at,state,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find laptop catalog requests closed this week; firm up catalog item, closed state, completion window, and assignment group; capture any survey exports or related notes\n- x: The ServiceNow call succeeded but returned no incidents.\n\nPossible reasons and next steps:\n- Verify your query/filter (conditions, date range, assignment group, priority, state). A too-restrictive filter often returns nothing.\n- Confirm you queried the correct ServiceNow instance/table and that your account has permission to view incidents.\n- Broaden the search (remove filters, expand date range, include more states such as New/In Progress/Resolved).\n- Retry the call.\n\nI can do any of the following for you \u2014 tell me which you want:\n- Rerun the query with different filters (specify the filters or tell me to broaden by date range or states).\n- Fetch recent incidents (e.g., last 7/30/90 days) or by priority.\n- Create a new incident (provide short details: short description, description, priority, assignment group, reporter).\n- Provide example queries/filters you can use in ServiceNow.\n\nWhich would you like me to do next?" + }, + { + "turn_index": 2, + "user": "State should be 'Closed Complete', fulfillment finished in the last 7 days, keep assignment_group='End User Services', and note it's for the CSAT trigger export.", + "prompt": "You are the ServiceNow service delivery analyst turning CSAT follow-up chats into fulfillment filters.\n\nFirm up catalog item, closed state, completion window, and assignment group from the dialogue.\n\nCapture any survey exports once they arise.\n\nConversation so far:\nUser: Which laptop requests wrapped up this week?\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKElaptop^state=7^resolved_atBETWEEN2025-11-03@2025-11-08\n- x_incident_query_aggregate: null\n- x_incident_query_sort: resolved_at DESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,assigned_to,resolved_at,closed_at,state,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find laptop catalog requests closed this week; firm up catalog item, closed state, completion window, and assignment group; capture any survey exports or related notes\n- x: The ServiceNow API call succeeded but returned no incidents.\n\nWhat this means:\n- status: success\n- incidents returned: 0\n\nIf you expected incidents, try these next steps:\n- Verify the query/filter, date range, and any other parameters used.\n- Confirm you are querying the correct ServiceNow instance/table and that your credentials/permissions allow viewing incidents.\n- Retry the call or broaden the search (remove restrictive filters).\n- If you want, I can:\n - Rerun the query with different filters (tell me which),\n - Create a new incident (provide details),\n - Or fetch recent incidents for a specific time range or priority.\n\nTell me how you\u2019d like to proceed.\nUser: Catalog item is 'Enterprise Laptop Build'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKElaptop^state=7^resolved_atBETWEEN2025-11-03@2025-11-08^catalog_itemLIKEEnterprise Laptop Build\n- x_incident_query_aggregate: null\n- x_incident_query_sort: resolved_at DESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,assigned_to,resolved_at,closed_at,state,comments_and_work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find laptop catalog requests closed this week; firm up catalog item, closed state, completion window, and assignment group; capture any survey exports or related notes\n- x: The ServiceNow call succeeded but returned no incidents.\n\nPossible reasons and next steps:\n- Verify your query/filter (conditions, date range, assignment group, priority, state). A too-restrictive filter often returns nothing.\n- Confirm you queried the correct ServiceNow instance/table and that your account has permission to view incidents.\n- Broaden the search (remove filters, expand date range, include more states such as New/In Progress/Resolved).\n- Retry the call.\n\nI can do any of the following for you \u2014 tell me which you want:\n- Rerun the query with different filters (specify the filters or tell me to broaden by date range or states).\n- Fetch recent incidents (e.g., last 7/30/90 days) or by priority.\n- Create a new incident (provide short details: short description, description, priority, assignment group, reporter).\n- Provide example queries/filters you can use in ServiceNow.\n\nWhich would you like me to do next?\n\nUser: State should be 'Closed Complete', fulfillment finished in the last 7 days, keep assignment_group='End User Services', and note it's for the CSAT trigger export.", + "response_status": "completed", + "response_text": "Got it \u2014 here\u2019s the firmed-up filter and plan based on the conversation:\n\nFinalized filters\n- Catalog item: Enterprise Laptop Build\n- Closed state: Closed Complete\n- Completion window: fulfillment finished in the last 7 days (resolved_at between start_of_7_day_window and now)\n- Assignment group: End User Services\n- Purpose/note: For CSAT trigger export\n\nQuery template (to run)\n- Query: short_descriptionLIKElaptop^catalog_itemLIKEEnterprise Laptop Build^state=Closed Complete^assignment_group=End User Services^resolved_atBETWEEN@\n- Fields to return: number, short_description, assignment_group, assigned_to, resolved_at, closed_at, state, comments_and_work_notes\n- Sort: resolved_at DESC\n\nCurrent status from earlier runs\n- Prior ServiceNow API calls with laptop + Enterprise Laptop Build filters returned no incidents for the date range used earlier (no incidents returned).\n\nNext steps I can take (choose one)\n- Rerun the ServiceNow query now with the exact filters above (I will capture any survey/CSAT exports or related notes if found).\n- Broaden the search (expand date range or include additional states) if you want me to try again and increase chance of matches.\n- Or hold and wait \u2014 I will capture survey exports once they arise and report back.\n\nPlease confirm which action you want me to take." + } + ], + "matched_fragments": [ + "state=Closed Complete", + "assignment_group=End User Services" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T10:08:14.935808+00:00", + "idx": 21, + "task": "Sync QuickBooks invoices to Salesforce opportunities", + "prompt": "You are the revenue operations bridge aligning QuickBooks invoices with Salesforce opportunities for audit-ready reporting.\n\nCapture the QuickBooks invoice identifier, customer, expected Salesforce stage, and linkage requirement clarified over the turns.\n\nNote any owner or region routing cues that surface.\n\nConversation so far:\nUser: We just logged an invoice in QuickBooks and I need it reflected in Salesforce.\nAssistant: Plan:\n1. assign(x_multi_invoice_info) -> x_multi_invoice_info\n2. assign(x_invoice_depends_on) -> x_invoice_depends_on\n3. assign(x_invoice_api_task) -> x_invoice_api_task\n4. create_invoice_api(x_multi_invoice_info, x_invoice_depends_on, x_invoice_api_task) -> x\n5. assign(y_opportunity_info) -> y_opportunity_info\n6. assign(y_salesforce_opportunity_depends_on) -> y_salesforce_opportunity_depends_on\n7. assign(y_salesforce_opportunity_api_task) -> y_salesforce_opportunity_api_task\n8. salesforce_create_opportunity_api(y_opportunity_info, y_salesforce_opportunity_depends_on, y_salesforce_opportunity_api_task) -> y\n\nExecution Results:\n- x_multi_invoice_info: Capture details of the recently logged QuickBooks invoice: invoice identifier and customer name.\n- x_invoice_depends_on: null\n- x_invoice_api_task: retrieve identifier and customer for the most recently logged QuickBooks invoice\n- x: {\n \"api\": \"create_invoice_api\",\n \"time\": \"2025-11-08T01:59:53.832-08:00\",\n \"Results\": [\n {\n \"bId\": \"bid1\",\n \"success\": false,\n \"error\": {\n \"type\": \"ValidationFault\",\n \"code\": 6560,\n \"message\": \"CustomerRef is required\",\n \"detail\": \"CustomerRef is missing in the request\",\n \"element\": \"Invoice\"\n }\n },\n {\n \"bId\": \"bid2\",\n \"success\": false,\n \"error\": {\n \"type\": \"ValidationFault\",\n \"code\": 6560,\n \"message\": \"CustomerRef is required\",\n \"detail\": \"CustomerRef is missing in the request\",\n \"element\": \"Invoice\"\n }\n }\n ],\n \"summary\": {\n \"total\": 2,\n \"successful\": 0,\n \"failed\": 2\n }\n}\n- y_opportunity_info: x\n- y_salesforce_opportunity_depends_on: x\n- y_salesforce_opportunity_api_task: create a Salesforce opportunity from the QuickBooks invoice (use invoice identifier and customer), set the expected Salesforce stage if provided, link the opportunity to the QuickBooks invoice, and apply any owner or region routing cues present\n- y: {\n \"hasErrors\": false,\n \"opportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkWdBQAV\",\n \"name\": \"QB Invoice bid1 Opportunity\",\n \"amount\": 100,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Prospecting\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkWdCQAV\",\n \"name\": \"QB Invoice bid2 Opportunity\",\n \"amount\": 100,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Prospecting\"\n }\n ]\n}\nUser: It's invoice INV-2024-001 for Acme Corporation; mirror the amount in an opportunity closing this quarter.\nAssistant: Plan:\n1. assign(x_multi_invoice_info) -> x_multi_invoice_info\n2. assign(x_invoice_depends_on) -> x_invoice_depends_on\n3. assign(x_invoice_api_task) -> x_invoice_api_task\n4. create_invoice_api(x_multi_invoice_info, x_invoice_depends_on, x_invoice_api_task) -> x\n5. assign(y_opportunity_info) -> y_opportunity_info\n6. assign(y_salesforce_opportunity_depends_on) -> y_salesforce_opportunity_depends_on\n7. assign(y_salesforce_opportunity_api_task) -> y_salesforce_opportunity_api_task\n8. salesforce_create_opportunity_api(y_opportunity_info, y_salesforce_opportunity_depends_on, y_salesforce_opportunity_api_task) -> y\n\nExecution Results:\n- x_multi_invoice_info: Invoice INV-2024-001 for Acme Corporation\n- x_invoice_depends_on: null\n- x_invoice_api_task: record QuickBooks invoice INV-2024-001 for Acme Corporation and capture its amount\n- x: {\n \"invoices\": [\n {\n \"bId\": \"bid1\",\n \"Id\": \"227\",\n \"DocNumber\": \"1114\",\n \"TxnDate\": \"2025-11-08\",\n \"DueDate\": \"2025-12-08\",\n \"CustomerRef\": {\n \"value\": \"1\",\n \"name\": \"Amy's Bird Sanctuary\"\n },\n \"TotalAmt\": 0.0,\n \"Balance\": 0.0,\n \"Currency\": {\n \"value\": \"USD\",\n \"name\": \"United States Dollar\"\n },\n \"Lines\": [\n {\n \"LineNum\": 1,\n \"Description\": \"Invoice INV-2024-001 for Acme Corporation\",\n \"Amount\": 0.0,\n \"ItemRef\": {\n \"value\": \"1\",\n \"name\": \"Services\"\n },\n \"UnitPrice\": 0,\n \"Qty\": 0,\n \"TaxCodeRef\": {\n \"value\": \"NON\"\n }\n }\n ],\n \"PrintStatus\": \"NeedToPrint\",\n \"EmailStatus\": \"NotSet\",\n \"AllowOnlineCreditCardPayment\": true,\n \"AllowOnlineACHPayment\": true,\n \"MetaData\": {\n \"CreateTime\": \"2025-11-08T02:03:52-08:00\",\n \"LastUpdatedTime\": \"2025-11-08T02:03:52-08:00\",\n \"SyncToken\": \"0\"\n },\n \"BillAddr\": {\n \"Line1\": \"4581 Finch St.\",\n \"City\": \"Bayshore\",\n \"CountrySubDivisionCode\": \"CA\",\n \"PostalCode\": \"94326\"\n },\n \"ShipFromAddr\": {\n \"Id\": \"197\",\n \"Line1\": \"2500 Garcia Ave\",\n \"Line2\": \"Mountain View, CA 94043 USA\"\n }\n },\n {\n \"bId\": \"bid2\",\n \"Id\": \"228\",\n \"DocNumber\": \"1115\",\n \"TxnDate\": \"2025-11-08\",\n \"DueDate\": \"2025-12-08\",\n \"CustomerRef\": {\n \"value\": \"1\",\n \"name\": \"Amy's Bird Sanctuary\"\n },\n \"TotalAmt\": 0.0,\n \"Balance\": 0.0,\n \"Currency\": {\n \"value\": \"USD\",\n \"name\": \"United States Dollar\"\n },\n \"Lines\": [\n {\n \"LineNum\": 1,\n \"Description\": \"Invoice INV-2024-001 for Acme Corporation\",\n \"Amount\": 0.0,\n \"ItemRef\": {\n \"value\": \"1\",\n \"name\": \"Services\"\n },\n \"UnitPrice\": 0,\n \"Qty\": 0,\n \"TaxCodeRef\": {\n \"value\": \"NON\"\n }\n }\n ],\n \"PrintStatus\": \"NeedToPrint\",\n \"EmailStatus\": \"NotSet\",\n \"AllowOnlineCreditCardPayment\": true,\n \"AllowOnlineACHPayment\": true,\n \"MetaData\": {\n \"CreateTime\": \"2025-11-08T02:03:52-08:00\",\n \"LastUpdatedTime\": \"2025-11-08T02:03:52-08:00\",\n \"SyncToken\": \"0\"\n },\n \"BillAddr\": {\n \"Line1\": \"4581 Finch St.\",\n \"City\": \"Bayshore\",\n \"CountrySubDivisionCode\": \"CA\",\n \"PostalCode\": \"94326\"\n },\n \"ShipFromAddr\": {\n \"Id\": \"198\",\n \"Line1\": \"2500 Garcia Ave\",\n \"Line2\": \"Mountain View, CA 94043 USA\"\n }\n }\n ],\n \"summary\": {\n \"count\": 2,\n \"totalAmount\": 0.0\n }\n}\n- y_opportunity_info: Create a Salesforce opportunity from QuickBooks invoice INV-2024-001 for Acme Corporation; mirror the invoice amount and link the opportunity to the QuickBooks invoice\n- y_salesforce_opportunity_depends_on: x\n- y_salesforce_opportunity_api_task: create Salesforce opportunity mirroring invoice INV-2024-001 amount, set CloseDate to 2025-12-31 (end of current quarter), link to the QuickBooks invoice, and apply any owner or region routing cues if present\n- y: {\n \"api\": \"salesforce_create_opportunity_api\",\n \"success\": false,\n \"error\": {\n \"message\": \"Salesforce API request failed: Malformed request\",\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Opportunity\",\n \"responseSummary\": {\n \"hasErrors\": true\n }\n },\n \"results\": [\n {\n \"referenceId\": \"ref1\",\n \"success\": false,\n \"errors\": [\n {\n \"statusCode\": \"MALFORMED_ID\",\n \"message\": \"Account ID: id value of incorrect type: 1\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ]\n },\n {\n \"referenceId\": \"ref2\",\n \"success\": false,\n \"errors\": [\n {\n \"statusCode\": \"MALFORMED_ID\",\n \"message\": \"Account ID: id value of incorrect type: 1\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ]\n }\n ]\n}\n\nUser: Link the new opportunity back to the QuickBooks invoice ID and keep the owner on the North America Renewals queue.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HESW2HJYZ0KA5DMWWMS350", + "status": "completed", + "output_text": "Plan:\n1. assign(y_opportunity_info) -> y_opportunity_info\n2. assign(y_salesforce_opportunity_depends_on) -> y_salesforce_opportunity_depends_on\n3. assign(y_salesforce_opportunity_api_task) -> y_salesforce_opportunity_api_task\n4. salesforce_create_opportunity_api(y_opportunity_info, y_salesforce_opportunity_depends_on, y_salesforce_opportunity_api_task) -> y\n\nExecution Results:\n- y_opportunity_info: Create or update a Salesforce opportunity for QuickBooks invoice INV-2024-001 (Acme Corporation); mirror the invoice amount, set CloseDate to 2025-12-31 (end of current quarter), link the opportunity to QuickBooks invoice ID INV-2024-001, and assign owner to the 'North America Renewals' queue.\n- y_salesforce_opportunity_depends_on: x\n- y_salesforce_opportunity_api_task: link opportunity to QuickBooks invoice INV-2024-001 and set owner to North America Renewals queue; mirror invoice amount and close this quarter (CloseDate 2025-12-31)\n- y: {\n \"success\": true,\n \"opportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkXNxQAN\",\n \"name\": \"QB Invoice bid1 Opportunity - INV-2024-001 (Acme Corporation)\",\n \"amount\": 100,\n \"closeDate\": \"2025-12-31\",\n \"stageName\": \"Prospecting\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkXNyQAN\",\n \"name\": \"QB Invoice bid2 Opportunity - INV-2024-001 (Acme Corporation)\",\n \"amount\": 100,\n \"closeDate\": \"2025-12-31\",\n \"stageName\": \"Prospecting\"\n }\n ]\n}", + "expected_fragments": [ + "QuickBooks: Fetch invoice INV-2024-001 for Acme Corporation", + "Transform invoice totals into Salesforce opportunity fields with CloseDate set in the current quarter", + "Salesforce: Create opportunity owned by North America Renewals queue", + "Salesforce: Populate QuickBooks_Invoice__c with INV-2024-001 reference" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Sync QuickBooks invoices to Salesforce opportunities", + "idx": 21, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-21-1762595897043", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "y_opportunity_info" + ], + "result_variable": "y_opportunity_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "y_salesforce_opportunity_depends_on" + ], + "result_variable": "y_salesforce_opportunity_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "y_salesforce_opportunity_api_task" + ], + "result_variable": "y_salesforce_opportunity_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_create_opportunity_api", + "parameters": [ + "y_opportunity_info", + "y_salesforce_opportunity_depends_on", + "y_salesforce_opportunity_api_task" + ], + "result_variable": "y" + } + ], + "plan_step_count": 4, + "variables": { + "y_opportunity_info": "Create or update a Salesforce opportunity for QuickBooks invoice INV-2024-001 (Acme Corporation); mirror the invoice amount, set CloseDate to 2025-12-31 (end of current quarter), link the opportunity to QuickBooks invoice ID INV-2024-001, and assign owner to the 'North America Renewals' queue.", + "y_salesforce_opportunity_depends_on": "x", + "y_salesforce_opportunity_api_task": "link opportunity to QuickBooks invoice INV-2024-001 and set owner to North America Renewals queue; mirror invoice amount and close this quarter (CloseDate 2025-12-31)", + "y": "{\n \"success\": true,\n \"opportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkXNxQAN\",\n \"name\": \"QB Invoice bid1 Opportunity - INV-2024-001 (Acme Corporation)\",\n \"amount\": 100,\n \"closeDate\": \"2025-12-31\",\n \"stageName\": \"Prospecting\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkXNyQAN\",\n \"name\": \"QB Invoice bid2 Opportunity - INV-2024-001 (Acme Corporation)\",\n \"amount\": 100,\n \"closeDate\": \"2025-12-31\",\n \"stageName\": \"Prospecting\"\n }\n ]\n}" + } + }, + "variables": { + "y_opportunity_info": "Create or update a Salesforce opportunity for QuickBooks invoice INV-2024-001 (Acme Corporation); mirror the invoice amount, set CloseDate to 2025-12-31 (end of current quarter), link the opportunity to QuickBooks invoice ID INV-2024-001, and assign owner to the 'North America Renewals' queue.", + "y_salesforce_opportunity_depends_on": "x", + "y_salesforce_opportunity_api_task": "link opportunity to QuickBooks invoice INV-2024-001 and set owner to North America Renewals queue; mirror invoice amount and close this quarter (CloseDate 2025-12-31)", + "y": "{\n \"success\": true,\n \"opportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkXNxQAN\",\n \"name\": \"QB Invoice bid1 Opportunity - INV-2024-001 (Acme Corporation)\",\n \"amount\": 100,\n \"closeDate\": \"2025-12-31\",\n \"stageName\": \"Prospecting\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkXNyQAN\",\n \"name\": \"QB Invoice bid2 Opportunity - INV-2024-001 (Acme Corporation)\",\n \"amount\": 100,\n \"closeDate\": \"2025-12-31\",\n \"stageName\": \"Prospecting\"\n }\n ]\n}" + }, + "turns": [ + { + "turn_index": 0, + "user": "We just logged an invoice in QuickBooks and I need it reflected in Salesforce.", + "prompt": "You are the revenue operations bridge aligning QuickBooks invoices with Salesforce opportunities for audit-ready reporting.\n\nCapture the QuickBooks invoice identifier, customer, expected Salesforce stage, and linkage requirement clarified over the turns.\n\nNote any owner or region routing cues that surface.\n\nUser: We just logged an invoice in QuickBooks and I need it reflected in Salesforce.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_multi_invoice_info) -> x_multi_invoice_info\n2. assign(x_invoice_depends_on) -> x_invoice_depends_on\n3. assign(x_invoice_api_task) -> x_invoice_api_task\n4. create_invoice_api(x_multi_invoice_info, x_invoice_depends_on, x_invoice_api_task) -> x\n5. assign(y_opportunity_info) -> y_opportunity_info\n6. assign(y_salesforce_opportunity_depends_on) -> y_salesforce_opportunity_depends_on\n7. assign(y_salesforce_opportunity_api_task) -> y_salesforce_opportunity_api_task\n8. salesforce_create_opportunity_api(y_opportunity_info, y_salesforce_opportunity_depends_on, y_salesforce_opportunity_api_task) -> y\n\nExecution Results:\n- x_multi_invoice_info: Capture details of the recently logged QuickBooks invoice: invoice identifier and customer name.\n- x_invoice_depends_on: null\n- x_invoice_api_task: retrieve identifier and customer for the most recently logged QuickBooks invoice\n- x: {\n \"api\": \"create_invoice_api\",\n \"time\": \"2025-11-08T01:59:53.832-08:00\",\n \"Results\": [\n {\n \"bId\": \"bid1\",\n \"success\": false,\n \"error\": {\n \"type\": \"ValidationFault\",\n \"code\": 6560,\n \"message\": \"CustomerRef is required\",\n \"detail\": \"CustomerRef is missing in the request\",\n \"element\": \"Invoice\"\n }\n },\n {\n \"bId\": \"bid2\",\n \"success\": false,\n \"error\": {\n \"type\": \"ValidationFault\",\n \"code\": 6560,\n \"message\": \"CustomerRef is required\",\n \"detail\": \"CustomerRef is missing in the request\",\n \"element\": \"Invoice\"\n }\n }\n ],\n \"summary\": {\n \"total\": 2,\n \"successful\": 0,\n \"failed\": 2\n }\n}\n- y_opportunity_info: x\n- y_salesforce_opportunity_depends_on: x\n- y_salesforce_opportunity_api_task: create a Salesforce opportunity from the QuickBooks invoice (use invoice identifier and customer), set the expected Salesforce stage if provided, link the opportunity to the QuickBooks invoice, and apply any owner or region routing cues present\n- y: {\n \"hasErrors\": false,\n \"opportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkWdBQAV\",\n \"name\": \"QB Invoice bid1 Opportunity\",\n \"amount\": 100,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Prospecting\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkWdCQAV\",\n \"name\": \"QB Invoice bid2 Opportunity\",\n \"amount\": 100,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Prospecting\"\n }\n ]\n}" + }, + { + "turn_index": 1, + "user": "It's invoice INV-2024-001 for Acme Corporation; mirror the amount in an opportunity closing this quarter.", + "prompt": "You are the revenue operations bridge aligning QuickBooks invoices with Salesforce opportunities for audit-ready reporting.\n\nCapture the QuickBooks invoice identifier, customer, expected Salesforce stage, and linkage requirement clarified over the turns.\n\nNote any owner or region routing cues that surface.\n\nConversation so far:\nUser: We just logged an invoice in QuickBooks and I need it reflected in Salesforce.\nAssistant: Plan:\n1. assign(x_multi_invoice_info) -> x_multi_invoice_info\n2. assign(x_invoice_depends_on) -> x_invoice_depends_on\n3. assign(x_invoice_api_task) -> x_invoice_api_task\n4. create_invoice_api(x_multi_invoice_info, x_invoice_depends_on, x_invoice_api_task) -> x\n5. assign(y_opportunity_info) -> y_opportunity_info\n6. assign(y_salesforce_opportunity_depends_on) -> y_salesforce_opportunity_depends_on\n7. assign(y_salesforce_opportunity_api_task) -> y_salesforce_opportunity_api_task\n8. salesforce_create_opportunity_api(y_opportunity_info, y_salesforce_opportunity_depends_on, y_salesforce_opportunity_api_task) -> y\n\nExecution Results:\n- x_multi_invoice_info: Capture details of the recently logged QuickBooks invoice: invoice identifier and customer name.\n- x_invoice_depends_on: null\n- x_invoice_api_task: retrieve identifier and customer for the most recently logged QuickBooks invoice\n- x: {\n \"api\": \"create_invoice_api\",\n \"time\": \"2025-11-08T01:59:53.832-08:00\",\n \"Results\": [\n {\n \"bId\": \"bid1\",\n \"success\": false,\n \"error\": {\n \"type\": \"ValidationFault\",\n \"code\": 6560,\n \"message\": \"CustomerRef is required\",\n \"detail\": \"CustomerRef is missing in the request\",\n \"element\": \"Invoice\"\n }\n },\n {\n \"bId\": \"bid2\",\n \"success\": false,\n \"error\": {\n \"type\": \"ValidationFault\",\n \"code\": 6560,\n \"message\": \"CustomerRef is required\",\n \"detail\": \"CustomerRef is missing in the request\",\n \"element\": \"Invoice\"\n }\n }\n ],\n \"summary\": {\n \"total\": 2,\n \"successful\": 0,\n \"failed\": 2\n }\n}\n- y_opportunity_info: x\n- y_salesforce_opportunity_depends_on: x\n- y_salesforce_opportunity_api_task: create a Salesforce opportunity from the QuickBooks invoice (use invoice identifier and customer), set the expected Salesforce stage if provided, link the opportunity to the QuickBooks invoice, and apply any owner or region routing cues present\n- y: {\n \"hasErrors\": false,\n \"opportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkWdBQAV\",\n \"name\": \"QB Invoice bid1 Opportunity\",\n \"amount\": 100,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Prospecting\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkWdCQAV\",\n \"name\": \"QB Invoice bid2 Opportunity\",\n \"amount\": 100,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Prospecting\"\n }\n ]\n}\n\nUser: It's invoice INV-2024-001 for Acme Corporation; mirror the amount in an opportunity closing this quarter.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_multi_invoice_info) -> x_multi_invoice_info\n2. assign(x_invoice_depends_on) -> x_invoice_depends_on\n3. assign(x_invoice_api_task) -> x_invoice_api_task\n4. create_invoice_api(x_multi_invoice_info, x_invoice_depends_on, x_invoice_api_task) -> x\n5. assign(y_opportunity_info) -> y_opportunity_info\n6. assign(y_salesforce_opportunity_depends_on) -> y_salesforce_opportunity_depends_on\n7. assign(y_salesforce_opportunity_api_task) -> y_salesforce_opportunity_api_task\n8. salesforce_create_opportunity_api(y_opportunity_info, y_salesforce_opportunity_depends_on, y_salesforce_opportunity_api_task) -> y\n\nExecution Results:\n- x_multi_invoice_info: Invoice INV-2024-001 for Acme Corporation\n- x_invoice_depends_on: null\n- x_invoice_api_task: record QuickBooks invoice INV-2024-001 for Acme Corporation and capture its amount\n- x: {\n \"invoices\": [\n {\n \"bId\": \"bid1\",\n \"Id\": \"227\",\n \"DocNumber\": \"1114\",\n \"TxnDate\": \"2025-11-08\",\n \"DueDate\": \"2025-12-08\",\n \"CustomerRef\": {\n \"value\": \"1\",\n \"name\": \"Amy's Bird Sanctuary\"\n },\n \"TotalAmt\": 0.0,\n \"Balance\": 0.0,\n \"Currency\": {\n \"value\": \"USD\",\n \"name\": \"United States Dollar\"\n },\n \"Lines\": [\n {\n \"LineNum\": 1,\n \"Description\": \"Invoice INV-2024-001 for Acme Corporation\",\n \"Amount\": 0.0,\n \"ItemRef\": {\n \"value\": \"1\",\n \"name\": \"Services\"\n },\n \"UnitPrice\": 0,\n \"Qty\": 0,\n \"TaxCodeRef\": {\n \"value\": \"NON\"\n }\n }\n ],\n \"PrintStatus\": \"NeedToPrint\",\n \"EmailStatus\": \"NotSet\",\n \"AllowOnlineCreditCardPayment\": true,\n \"AllowOnlineACHPayment\": true,\n \"MetaData\": {\n \"CreateTime\": \"2025-11-08T02:03:52-08:00\",\n \"LastUpdatedTime\": \"2025-11-08T02:03:52-08:00\",\n \"SyncToken\": \"0\"\n },\n \"BillAddr\": {\n \"Line1\": \"4581 Finch St.\",\n \"City\": \"Bayshore\",\n \"CountrySubDivisionCode\": \"CA\",\n \"PostalCode\": \"94326\"\n },\n \"ShipFromAddr\": {\n \"Id\": \"197\",\n \"Line1\": \"2500 Garcia Ave\",\n \"Line2\": \"Mountain View, CA 94043 USA\"\n }\n },\n {\n \"bId\": \"bid2\",\n \"Id\": \"228\",\n \"DocNumber\": \"1115\",\n \"TxnDate\": \"2025-11-08\",\n \"DueDate\": \"2025-12-08\",\n \"CustomerRef\": {\n \"value\": \"1\",\n \"name\": \"Amy's Bird Sanctuary\"\n },\n \"TotalAmt\": 0.0,\n \"Balance\": 0.0,\n \"Currency\": {\n \"value\": \"USD\",\n \"name\": \"United States Dollar\"\n },\n \"Lines\": [\n {\n \"LineNum\": 1,\n \"Description\": \"Invoice INV-2024-001 for Acme Corporation\",\n \"Amount\": 0.0,\n \"ItemRef\": {\n \"value\": \"1\",\n \"name\": \"Services\"\n },\n \"UnitPrice\": 0,\n \"Qty\": 0,\n \"TaxCodeRef\": {\n \"value\": \"NON\"\n }\n }\n ],\n \"PrintStatus\": \"NeedToPrint\",\n \"EmailStatus\": \"NotSet\",\n \"AllowOnlineCreditCardPayment\": true,\n \"AllowOnlineACHPayment\": true,\n \"MetaData\": {\n \"CreateTime\": \"2025-11-08T02:03:52-08:00\",\n \"LastUpdatedTime\": \"2025-11-08T02:03:52-08:00\",\n \"SyncToken\": \"0\"\n },\n \"BillAddr\": {\n \"Line1\": \"4581 Finch St.\",\n \"City\": \"Bayshore\",\n \"CountrySubDivisionCode\": \"CA\",\n \"PostalCode\": \"94326\"\n },\n \"ShipFromAddr\": {\n \"Id\": \"198\",\n \"Line1\": \"2500 Garcia Ave\",\n \"Line2\": \"Mountain View, CA 94043 USA\"\n }\n }\n ],\n \"summary\": {\n \"count\": 2,\n \"totalAmount\": 0.0\n }\n}\n- y_opportunity_info: Create a Salesforce opportunity from QuickBooks invoice INV-2024-001 for Acme Corporation; mirror the invoice amount and link the opportunity to the QuickBooks invoice\n- y_salesforce_opportunity_depends_on: x\n- y_salesforce_opportunity_api_task: create Salesforce opportunity mirroring invoice INV-2024-001 amount, set CloseDate to 2025-12-31 (end of current quarter), link to the QuickBooks invoice, and apply any owner or region routing cues if present\n- y: {\n \"api\": \"salesforce_create_opportunity_api\",\n \"success\": false,\n \"error\": {\n \"message\": \"Salesforce API request failed: Malformed request\",\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Opportunity\",\n \"responseSummary\": {\n \"hasErrors\": true\n }\n },\n \"results\": [\n {\n \"referenceId\": \"ref1\",\n \"success\": false,\n \"errors\": [\n {\n \"statusCode\": \"MALFORMED_ID\",\n \"message\": \"Account ID: id value of incorrect type: 1\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ]\n },\n {\n \"referenceId\": \"ref2\",\n \"success\": false,\n \"errors\": [\n {\n \"statusCode\": \"MALFORMED_ID\",\n \"message\": \"Account ID: id value of incorrect type: 1\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ]\n }\n ]\n}" + }, + { + "turn_index": 2, + "user": "Link the new opportunity back to the QuickBooks invoice ID and keep the owner on the North America Renewals queue.", + "prompt": "You are the revenue operations bridge aligning QuickBooks invoices with Salesforce opportunities for audit-ready reporting.\n\nCapture the QuickBooks invoice identifier, customer, expected Salesforce stage, and linkage requirement clarified over the turns.\n\nNote any owner or region routing cues that surface.\n\nConversation so far:\nUser: We just logged an invoice in QuickBooks and I need it reflected in Salesforce.\nAssistant: Plan:\n1. assign(x_multi_invoice_info) -> x_multi_invoice_info\n2. assign(x_invoice_depends_on) -> x_invoice_depends_on\n3. assign(x_invoice_api_task) -> x_invoice_api_task\n4. create_invoice_api(x_multi_invoice_info, x_invoice_depends_on, x_invoice_api_task) -> x\n5. assign(y_opportunity_info) -> y_opportunity_info\n6. assign(y_salesforce_opportunity_depends_on) -> y_salesforce_opportunity_depends_on\n7. assign(y_salesforce_opportunity_api_task) -> y_salesforce_opportunity_api_task\n8. salesforce_create_opportunity_api(y_opportunity_info, y_salesforce_opportunity_depends_on, y_salesforce_opportunity_api_task) -> y\n\nExecution Results:\n- x_multi_invoice_info: Capture details of the recently logged QuickBooks invoice: invoice identifier and customer name.\n- x_invoice_depends_on: null\n- x_invoice_api_task: retrieve identifier and customer for the most recently logged QuickBooks invoice\n- x: {\n \"api\": \"create_invoice_api\",\n \"time\": \"2025-11-08T01:59:53.832-08:00\",\n \"Results\": [\n {\n \"bId\": \"bid1\",\n \"success\": false,\n \"error\": {\n \"type\": \"ValidationFault\",\n \"code\": 6560,\n \"message\": \"CustomerRef is required\",\n \"detail\": \"CustomerRef is missing in the request\",\n \"element\": \"Invoice\"\n }\n },\n {\n \"bId\": \"bid2\",\n \"success\": false,\n \"error\": {\n \"type\": \"ValidationFault\",\n \"code\": 6560,\n \"message\": \"CustomerRef is required\",\n \"detail\": \"CustomerRef is missing in the request\",\n \"element\": \"Invoice\"\n }\n }\n ],\n \"summary\": {\n \"total\": 2,\n \"successful\": 0,\n \"failed\": 2\n }\n}\n- y_opportunity_info: x\n- y_salesforce_opportunity_depends_on: x\n- y_salesforce_opportunity_api_task: create a Salesforce opportunity from the QuickBooks invoice (use invoice identifier and customer), set the expected Salesforce stage if provided, link the opportunity to the QuickBooks invoice, and apply any owner or region routing cues present\n- y: {\n \"hasErrors\": false,\n \"opportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkWdBQAV\",\n \"name\": \"QB Invoice bid1 Opportunity\",\n \"amount\": 100,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Prospecting\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkWdCQAV\",\n \"name\": \"QB Invoice bid2 Opportunity\",\n \"amount\": 100,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Prospecting\"\n }\n ]\n}\nUser: It's invoice INV-2024-001 for Acme Corporation; mirror the amount in an opportunity closing this quarter.\nAssistant: Plan:\n1. assign(x_multi_invoice_info) -> x_multi_invoice_info\n2. assign(x_invoice_depends_on) -> x_invoice_depends_on\n3. assign(x_invoice_api_task) -> x_invoice_api_task\n4. create_invoice_api(x_multi_invoice_info, x_invoice_depends_on, x_invoice_api_task) -> x\n5. assign(y_opportunity_info) -> y_opportunity_info\n6. assign(y_salesforce_opportunity_depends_on) -> y_salesforce_opportunity_depends_on\n7. assign(y_salesforce_opportunity_api_task) -> y_salesforce_opportunity_api_task\n8. salesforce_create_opportunity_api(y_opportunity_info, y_salesforce_opportunity_depends_on, y_salesforce_opportunity_api_task) -> y\n\nExecution Results:\n- x_multi_invoice_info: Invoice INV-2024-001 for Acme Corporation\n- x_invoice_depends_on: null\n- x_invoice_api_task: record QuickBooks invoice INV-2024-001 for Acme Corporation and capture its amount\n- x: {\n \"invoices\": [\n {\n \"bId\": \"bid1\",\n \"Id\": \"227\",\n \"DocNumber\": \"1114\",\n \"TxnDate\": \"2025-11-08\",\n \"DueDate\": \"2025-12-08\",\n \"CustomerRef\": {\n \"value\": \"1\",\n \"name\": \"Amy's Bird Sanctuary\"\n },\n \"TotalAmt\": 0.0,\n \"Balance\": 0.0,\n \"Currency\": {\n \"value\": \"USD\",\n \"name\": \"United States Dollar\"\n },\n \"Lines\": [\n {\n \"LineNum\": 1,\n \"Description\": \"Invoice INV-2024-001 for Acme Corporation\",\n \"Amount\": 0.0,\n \"ItemRef\": {\n \"value\": \"1\",\n \"name\": \"Services\"\n },\n \"UnitPrice\": 0,\n \"Qty\": 0,\n \"TaxCodeRef\": {\n \"value\": \"NON\"\n }\n }\n ],\n \"PrintStatus\": \"NeedToPrint\",\n \"EmailStatus\": \"NotSet\",\n \"AllowOnlineCreditCardPayment\": true,\n \"AllowOnlineACHPayment\": true,\n \"MetaData\": {\n \"CreateTime\": \"2025-11-08T02:03:52-08:00\",\n \"LastUpdatedTime\": \"2025-11-08T02:03:52-08:00\",\n \"SyncToken\": \"0\"\n },\n \"BillAddr\": {\n \"Line1\": \"4581 Finch St.\",\n \"City\": \"Bayshore\",\n \"CountrySubDivisionCode\": \"CA\",\n \"PostalCode\": \"94326\"\n },\n \"ShipFromAddr\": {\n \"Id\": \"197\",\n \"Line1\": \"2500 Garcia Ave\",\n \"Line2\": \"Mountain View, CA 94043 USA\"\n }\n },\n {\n \"bId\": \"bid2\",\n \"Id\": \"228\",\n \"DocNumber\": \"1115\",\n \"TxnDate\": \"2025-11-08\",\n \"DueDate\": \"2025-12-08\",\n \"CustomerRef\": {\n \"value\": \"1\",\n \"name\": \"Amy's Bird Sanctuary\"\n },\n \"TotalAmt\": 0.0,\n \"Balance\": 0.0,\n \"Currency\": {\n \"value\": \"USD\",\n \"name\": \"United States Dollar\"\n },\n \"Lines\": [\n {\n \"LineNum\": 1,\n \"Description\": \"Invoice INV-2024-001 for Acme Corporation\",\n \"Amount\": 0.0,\n \"ItemRef\": {\n \"value\": \"1\",\n \"name\": \"Services\"\n },\n \"UnitPrice\": 0,\n \"Qty\": 0,\n \"TaxCodeRef\": {\n \"value\": \"NON\"\n }\n }\n ],\n \"PrintStatus\": \"NeedToPrint\",\n \"EmailStatus\": \"NotSet\",\n \"AllowOnlineCreditCardPayment\": true,\n \"AllowOnlineACHPayment\": true,\n \"MetaData\": {\n \"CreateTime\": \"2025-11-08T02:03:52-08:00\",\n \"LastUpdatedTime\": \"2025-11-08T02:03:52-08:00\",\n \"SyncToken\": \"0\"\n },\n \"BillAddr\": {\n \"Line1\": \"4581 Finch St.\",\n \"City\": \"Bayshore\",\n \"CountrySubDivisionCode\": \"CA\",\n \"PostalCode\": \"94326\"\n },\n \"ShipFromAddr\": {\n \"Id\": \"198\",\n \"Line1\": \"2500 Garcia Ave\",\n \"Line2\": \"Mountain View, CA 94043 USA\"\n }\n }\n ],\n \"summary\": {\n \"count\": 2,\n \"totalAmount\": 0.0\n }\n}\n- y_opportunity_info: Create a Salesforce opportunity from QuickBooks invoice INV-2024-001 for Acme Corporation; mirror the invoice amount and link the opportunity to the QuickBooks invoice\n- y_salesforce_opportunity_depends_on: x\n- y_salesforce_opportunity_api_task: create Salesforce opportunity mirroring invoice INV-2024-001 amount, set CloseDate to 2025-12-31 (end of current quarter), link to the QuickBooks invoice, and apply any owner or region routing cues if present\n- y: {\n \"api\": \"salesforce_create_opportunity_api\",\n \"success\": false,\n \"error\": {\n \"message\": \"Salesforce API request failed: Malformed request\",\n \"endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Opportunity\",\n \"responseSummary\": {\n \"hasErrors\": true\n }\n },\n \"results\": [\n {\n \"referenceId\": \"ref1\",\n \"success\": false,\n \"errors\": [\n {\n \"statusCode\": \"MALFORMED_ID\",\n \"message\": \"Account ID: id value of incorrect type: 1\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ]\n },\n {\n \"referenceId\": \"ref2\",\n \"success\": false,\n \"errors\": [\n {\n \"statusCode\": \"MALFORMED_ID\",\n \"message\": \"Account ID: id value of incorrect type: 1\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ]\n }\n ]\n}\n\nUser: Link the new opportunity back to the QuickBooks invoice ID and keep the owner on the North America Renewals queue.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(y_opportunity_info) -> y_opportunity_info\n2. assign(y_salesforce_opportunity_depends_on) -> y_salesforce_opportunity_depends_on\n3. assign(y_salesforce_opportunity_api_task) -> y_salesforce_opportunity_api_task\n4. salesforce_create_opportunity_api(y_opportunity_info, y_salesforce_opportunity_depends_on, y_salesforce_opportunity_api_task) -> y\n\nExecution Results:\n- y_opportunity_info: Create or update a Salesforce opportunity for QuickBooks invoice INV-2024-001 (Acme Corporation); mirror the invoice amount, set CloseDate to 2025-12-31 (end of current quarter), link the opportunity to QuickBooks invoice ID INV-2024-001, and assign owner to the 'North America Renewals' queue.\n- y_salesforce_opportunity_depends_on: x\n- y_salesforce_opportunity_api_task: link opportunity to QuickBooks invoice INV-2024-001 and set owner to North America Renewals queue; mirror invoice amount and close this quarter (CloseDate 2025-12-31)\n- y: {\n \"success\": true,\n \"opportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkXNxQAN\",\n \"name\": \"QB Invoice bid1 Opportunity - INV-2024-001 (Acme Corporation)\",\n \"amount\": 100,\n \"closeDate\": \"2025-12-31\",\n \"stageName\": \"Prospecting\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkXNyQAN\",\n \"name\": \"QB Invoice bid2 Opportunity - INV-2024-001 (Acme Corporation)\",\n \"amount\": 100,\n \"closeDate\": \"2025-12-31\",\n \"stageName\": \"Prospecting\"\n }\n ]\n}" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T10:12:28.641868+00:00", + "idx": 22, + "task": "Mirror ServiceNow incident updates into Salesforce cases", + "prompt": "You are the support unification steward ensuring ServiceNow bridge updates stay aligned with Salesforce customer communications.\n\nCapture the ServiceNow incident number, update window, Salesforce case ID linkage, and fields to sync clarified through the conversation.\n\nNote any notification preferences that surface.\n\nConversation so far:\nUser: Keep Salesforce in sync with the live ServiceNow bridge.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_case_info) -> y_case_info\n10. assign(y_salesforce_case_depends_on) -> y_salesforce_case_depends_on\n11. assign(y_salesforce_case_api_task) -> y_salesforce_case_api_task\n12. salesforce_create_case_api(y_case_info, y_salesforce_case_depends_on, y_salesforce_case_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,sys_id,sys_updated_on,short_description,resolved_at,priority,assigned_to,comments\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident number and update window for live bridge sync with Salesforce\n- x: {\n \"summary\": {\n \"totalIncidents\": 64,\n \"openIncidents\": 64,\n \"assignedCount\": 25,\n \"unassignedCount\": 39\n },\n \"incidentsByPriority\": {\n \"1\": 17,\n \"2\": 4,\n \"3\": 7,\n \"4\": 3,\n \"5\": 33\n },\n \"frequentIssues\": [\n {\n \"issue\": \"Picking tablets freezing post update (or Warehouse picking tablets freezing)\",\n \"count\": 11\n },\n {\n \"issue\": \"Warehouse Wi-Fi outage post firmware\",\n \"count\": 4\n }\n ],\n \"recentUpdates\": [\n {\n \"number\": \"INC0000015\",\n \"short_description\": \"Set to In Progress: INC0000015\",\n \"priority\": 1,\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000016\",\n \"short_description\": \"Set to In Progress: INC0000016\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000018\",\n \"short_description\": \"Set to In Progress: INC0000018\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000025\",\n \"short_description\": \"Set to In Progress: INC0000025\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000031\",\n \"short_description\": \"Set to In Progress: INC0000031\",\n \"priority\": 1,\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000051\",\n \"short_description\": \"Set to In Progress: INC0000051\",\n \"priority\": 1,\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n }\n ],\n \"examplesOfAssignedVsUnassigned\": {\n \"sampleAssigned\": [\n {\n \"number\": \"INC0000015\",\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"priority\": 1\n },\n {\n \"number\": \"INC0000031\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"priority\": 1\n }\n ],\n \"sampleUnassigned\": [\n {\n \"number\": \"INC0010007\",\n \"short_description\": \"Picking tablets freezing post update - Denver (Critical/P1)\",\n \"priority\": 5\n },\n {\n \"number\": \"INC0010010\",\n \"short_description\": \"Picking tablets freezing post update\",\n \"priority\": 5\n }\n ]\n },\n \"recommendation\": \"There are 17 priority-1 incidents and 39 unassigned incidents. Prioritize assigning P1 incidents (many are already 'In Progress' but several remain unassigned) and consolidate duplicate 'Picking tablets freezing' reports (11 occurrences) to a single investigation workflow to avoid duplicated effort.\"\n}\n- y_case_info: Link Salesforce Case ID to ServiceNow incident number; sync fields: status, priority, short_description, comments, assigned_to, resolved_at; use sys_updated_on and resolved_at as the update window; surface notification preferences (e.g., Chatter, email) if available.\n- y_salesforce_case_depends_on: x\n- y_salesforce_case_api_task: Keep Salesforce in sync with the live ServiceNow bridge by creating/updating cases linked to ServiceNow incidents and syncing specified fields and notifications\n- y: {\n \"hasErrors\": false,\n \"cases\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"500dM00002K93BtQAJ\",\n \"subject\": \"ServiceNow: Priority-1 Incidents Overview (17)\",\n \"priority\": 1,\n \"status\": \"New\",\n \"summary\": {\n \"totalIncidents\": 64,\n \"openIncidents\": 64,\n \"assignedCount\": 25,\n \"unassignedCount\": 39,\n \"incidentsByPriority\": {\n \"P1\": 17,\n \"P2\": 4,\n \"P3\": 7,\n \"P4\": 3,\n \"P5\": 33\n },\n \"recommendation\": \"Prioritize assigning P1 incidents and consolidate duplicate reports to reduce duplicated effort.\"\n }\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"500dM00002K93BuQAJ\",\n \"subject\": \"ServiceNow: Frequent Issue - Picking tablets freezing (11 occurrences)\",\n \"priority\": 2,\n \"status\": \"New\",\n \"summary\": {\n \"frequentIssues\": [\n {\n \"issue\": \"Picking tablets freezing post update\",\n \"count\": 11\n },\n {\n \"issue\": \"Warehouse Wi-Fi outage post firmware\",\n \"count\": 4\n }\n ],\n \"recommendation\": \"Consolidate duplicate 'Picking tablets freezing' reports into a single investigation workflow and prioritize related P1s for assignment.\",\n \"sampleUnassignedIncidents\": [\n {\n \"id\": \"INC0010007\",\n \"description\": \"Picking tablets freezing post update - Denver\",\n \"priority\": 5\n },\n {\n \"id\": \"INC0010010\",\n \"description\": \"Picking tablets freezing post update\",\n \"priority\": 5\n }\n ]\n }\n }\n ]\n}\nUser: Incident INC0046123 has new workaround notes added in the last 30 minutes.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_case_info) -> y_case_info\n10. assign(y_salesforce_case_depends_on) -> y_salesforce_case_depends_on\n11. assign(y_salesforce_case_api_task) -> y_salesforce_case_api_task\n12. salesforce_create_case_api(y_case_info, y_salesforce_case_depends_on, y_salesforce_case_api_task) -> y\n\nExecution Results:\n- x_incident_query: number=INC0046123^sys_updated_onBETWEEN2025-11-08 15:10:37@2025-11-08 15:40:37\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,sys_id,sys_updated_on,short_description,resolved_at,priority,assigned_to,comments,work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Detect new workaround notes added in the last 30 minutes for INC0046123 and capture update window and notes\n- x: {\n \"status\": \"success\",\n \"summary\": {\n \"totalIncidents\": 0,\n \"openIncidents\": 0,\n \"assignedCount\": 0,\n \"unassignedCount\": 0\n },\n \"incidents\": [],\n \"message\": \"No incidents returned by the API.\"\n}\n- y_case_info: Link Salesforce Case ID to ServiceNow incident INC0046123; sync fields: status, priority, short_description, comments, work_notes (workaround), assigned_to, resolved_at; use sys_updated_on and resolved_at as the update window; surface notification preferences (e.g., Chatter, email) if available.\n- y_salesforce_case_depends_on: x\n- y_salesforce_case_api_task: Update or link Salesforce case for INC0046123 with new workaround notes and sync specified fields; trigger notifications via configured channels (Chatter/email) if present\n- y: {\n \"hasErrors\": false,\n \"cases\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"500dM00002K9XeXQAV\",\n \"subject\": \"Update or Link Case: INC0046123 - Workaround Added\",\n \"priority\": \"1\",\n \"status\": \"In Progress\",\n \"note\": \"Added workaround notes; sync/update/link case as described. API message: No incidents returned by the API.\",\n \"timestamp\": \"2025-11-08 15:41:35.587593\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"500dM00002K9XeYQAV\",\n \"subject\": \"Notification: INC0046123 Workaround Published\",\n \"priority\": \"5\",\n \"status\": \"New\",\n \"note\": \"Publish workaround notes and notify stakeholders via Chatter/email. API status: success.\",\n \"timestamp\": \"2025-11-08 15:41:35.587593\"\n }\n ]\n}\n\nUser: Push those notes into Case 00001234, set the status to 'Awaiting Customer', and tag the Service Queue owner.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HF6ZWWYKH2V68RDKHYKJRT", + "status": "completed", + "output_text": "Captured from the conversation\n\n- ServiceNow incident: INC0046123\n- Update window used to detect the new workaround: sys_updated_on BETWEEN 2025-11-08 15:10:37 and 2025-11-08 15:40:37 (the \"last 30 minutes\" window)\n- Fields agreed to sync to Salesforce: status, priority, short_description, comments, work_notes (workaround), assigned_to, resolved_at\n- Update window fields to drive sync: sys_updated_on (as the update window) and resolved_at\n- Notification preferences surfaced: Chatter and email\n\nCurrent state / constraints (from the available history)\n- The ServiceNow query for INC0046123 within the 15:10:37\u201315:40:37 window returned no incidents (API message: \"No incidents returned by the API.\").\n- The conversation shows a planned/created Salesforce linkage activity (Salesforce internal records: 500dM00002K9XeXQAV and 500dM00002K9XeYQAV) with subjects for \"Update or Link Case: INC0046123 - Workaround Added\" and \"Notification: INC0046123 Workaround Published\", but there is no record in the available history that Case 00001234 was actually linked or updated.\n- There is no evidence in the conversation history that the workaround notes themselves were retrieved (the API returned no incidents), nor that Case 00001234 exists or is currently linked to INC0046123.\n\nWhat I can do next (based on the conversation and your instruction to push into Case 00001234)\n- If you confirm Case 00001234 is the Salesforce case to link, I will:\n - Link INC0046123 to Case 00001234.\n - Push the workaround notes (work_notes) and comments into Case 00001234.\n - Set the Salesforce case status to \"Awaiting Customer\".\n - Update assigned_to to tag the Service Queue owner.\n - Trigger notifications via the surfaced channels (Chatter and email).\n- Preconditions required (missing or failed items from current history):\n - We need the actual workaround notes/content. The ServiceNow query for the specified 30-minute window returned no incidents, so the notes were not retrieved. Either the notes are outside that time window or the API query needs adjustment.\n - We need confirmation that Salesforce Case 00001234 exists and is the intended target (no mapping to 00001234 appears in the available history).\n\nRecommended immediate steps to complete your request\n1. Confirm that Case 00001234 is the correct Salesforce case to receive the notes.\n2. Re-run or expand the ServiceNow query (wider sys_updated_on window or remove the time filter) so we can retrieve the work_notes/comments for INC0046123 (current query returned no incidents).\n3. Once notes are retrieved and Case 00001234 is confirmed, I will push the work_notes/comments, set status to \"Awaiting Customer\", tag the Service Queue owner via assigned_to, and send notifications via Chatter/email.\n\nIf you confirm Case 00001234 now and want me to proceed with re-running the ServiceNow pull (or to accept a wider time window), I will proceed. Otherwise, I do not know based on the available history whether the push to Case 00001234 has occurred or whether the workaround notes are available to push.", + "expected_fragments": [ + "ServiceNow: Pull latest updates for INC0046123 within last 30 minutes", + "Salesforce: Update Case 00001234 with workaround notes", + "Salesforce: Set Status='Awaiting Customer' and Owner='Service Queue'" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Mirror ServiceNow incident updates into Salesforce cases", + "idx": 22, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-22-1762596499936", + "turn_index": 2, + "history_reused": true, + "plan_steps": [], + "plan_step_count": 0, + "variables": {} + }, + "variables": {}, + "turns": [ + { + "turn_index": 0, + "user": "Keep Salesforce in sync with the live ServiceNow bridge.", + "prompt": "You are the support unification steward ensuring ServiceNow bridge updates stay aligned with Salesforce customer communications.\n\nCapture the ServiceNow incident number, update window, Salesforce case ID linkage, and fields to sync clarified through the conversation.\n\nNote any notification preferences that surface.\n\nUser: Keep Salesforce in sync with the live ServiceNow bridge.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_case_info) -> y_case_info\n10. assign(y_salesforce_case_depends_on) -> y_salesforce_case_depends_on\n11. assign(y_salesforce_case_api_task) -> y_salesforce_case_api_task\n12. salesforce_create_case_api(y_case_info, y_salesforce_case_depends_on, y_salesforce_case_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,sys_id,sys_updated_on,short_description,resolved_at,priority,assigned_to,comments\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident number and update window for live bridge sync with Salesforce\n- x: {\n \"summary\": {\n \"totalIncidents\": 64,\n \"openIncidents\": 64,\n \"assignedCount\": 25,\n \"unassignedCount\": 39\n },\n \"incidentsByPriority\": {\n \"1\": 17,\n \"2\": 4,\n \"3\": 7,\n \"4\": 3,\n \"5\": 33\n },\n \"frequentIssues\": [\n {\n \"issue\": \"Picking tablets freezing post update (or Warehouse picking tablets freezing)\",\n \"count\": 11\n },\n {\n \"issue\": \"Warehouse Wi-Fi outage post firmware\",\n \"count\": 4\n }\n ],\n \"recentUpdates\": [\n {\n \"number\": \"INC0000015\",\n \"short_description\": \"Set to In Progress: INC0000015\",\n \"priority\": 1,\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000016\",\n \"short_description\": \"Set to In Progress: INC0000016\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000018\",\n \"short_description\": \"Set to In Progress: INC0000018\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000025\",\n \"short_description\": \"Set to In Progress: INC0000025\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000031\",\n \"short_description\": \"Set to In Progress: INC0000031\",\n \"priority\": 1,\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000051\",\n \"short_description\": \"Set to In Progress: INC0000051\",\n \"priority\": 1,\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n }\n ],\n \"examplesOfAssignedVsUnassigned\": {\n \"sampleAssigned\": [\n {\n \"number\": \"INC0000015\",\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"priority\": 1\n },\n {\n \"number\": \"INC0000031\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"priority\": 1\n }\n ],\n \"sampleUnassigned\": [\n {\n \"number\": \"INC0010007\",\n \"short_description\": \"Picking tablets freezing post update - Denver (Critical/P1)\",\n \"priority\": 5\n },\n {\n \"number\": \"INC0010010\",\n \"short_description\": \"Picking tablets freezing post update\",\n \"priority\": 5\n }\n ]\n },\n \"recommendation\": \"There are 17 priority-1 incidents and 39 unassigned incidents. Prioritize assigning P1 incidents (many are already 'In Progress' but several remain unassigned) and consolidate duplicate 'Picking tablets freezing' reports (11 occurrences) to a single investigation workflow to avoid duplicated effort.\"\n}\n- y_case_info: Link Salesforce Case ID to ServiceNow incident number; sync fields: status, priority, short_description, comments, assigned_to, resolved_at; use sys_updated_on and resolved_at as the update window; surface notification preferences (e.g., Chatter, email) if available.\n- y_salesforce_case_depends_on: x\n- y_salesforce_case_api_task: Keep Salesforce in sync with the live ServiceNow bridge by creating/updating cases linked to ServiceNow incidents and syncing specified fields and notifications\n- y: {\n \"hasErrors\": false,\n \"cases\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"500dM00002K93BtQAJ\",\n \"subject\": \"ServiceNow: Priority-1 Incidents Overview (17)\",\n \"priority\": 1,\n \"status\": \"New\",\n \"summary\": {\n \"totalIncidents\": 64,\n \"openIncidents\": 64,\n \"assignedCount\": 25,\n \"unassignedCount\": 39,\n \"incidentsByPriority\": {\n \"P1\": 17,\n \"P2\": 4,\n \"P3\": 7,\n \"P4\": 3,\n \"P5\": 33\n },\n \"recommendation\": \"Prioritize assigning P1 incidents and consolidate duplicate reports to reduce duplicated effort.\"\n }\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"500dM00002K93BuQAJ\",\n \"subject\": \"ServiceNow: Frequent Issue - Picking tablets freezing (11 occurrences)\",\n \"priority\": 2,\n \"status\": \"New\",\n \"summary\": {\n \"frequentIssues\": [\n {\n \"issue\": \"Picking tablets freezing post update\",\n \"count\": 11\n },\n {\n \"issue\": \"Warehouse Wi-Fi outage post firmware\",\n \"count\": 4\n }\n ],\n \"recommendation\": \"Consolidate duplicate 'Picking tablets freezing' reports into a single investigation workflow and prioritize related P1s for assignment.\",\n \"sampleUnassignedIncidents\": [\n {\n \"id\": \"INC0010007\",\n \"description\": \"Picking tablets freezing post update - Denver\",\n \"priority\": 5\n },\n {\n \"id\": \"INC0010010\",\n \"description\": \"Picking tablets freezing post update\",\n \"priority\": 5\n }\n ]\n }\n }\n ]\n}" + }, + { + "turn_index": 1, + "user": "Incident INC0046123 has new workaround notes added in the last 30 minutes.", + "prompt": "You are the support unification steward ensuring ServiceNow bridge updates stay aligned with Salesforce customer communications.\n\nCapture the ServiceNow incident number, update window, Salesforce case ID linkage, and fields to sync clarified through the conversation.\n\nNote any notification preferences that surface.\n\nConversation so far:\nUser: Keep Salesforce in sync with the live ServiceNow bridge.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_case_info) -> y_case_info\n10. assign(y_salesforce_case_depends_on) -> y_salesforce_case_depends_on\n11. assign(y_salesforce_case_api_task) -> y_salesforce_case_api_task\n12. salesforce_create_case_api(y_case_info, y_salesforce_case_depends_on, y_salesforce_case_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,sys_id,sys_updated_on,short_description,resolved_at,priority,assigned_to,comments\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident number and update window for live bridge sync with Salesforce\n- x: {\n \"summary\": {\n \"totalIncidents\": 64,\n \"openIncidents\": 64,\n \"assignedCount\": 25,\n \"unassignedCount\": 39\n },\n \"incidentsByPriority\": {\n \"1\": 17,\n \"2\": 4,\n \"3\": 7,\n \"4\": 3,\n \"5\": 33\n },\n \"frequentIssues\": [\n {\n \"issue\": \"Picking tablets freezing post update (or Warehouse picking tablets freezing)\",\n \"count\": 11\n },\n {\n \"issue\": \"Warehouse Wi-Fi outage post firmware\",\n \"count\": 4\n }\n ],\n \"recentUpdates\": [\n {\n \"number\": \"INC0000015\",\n \"short_description\": \"Set to In Progress: INC0000015\",\n \"priority\": 1,\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000016\",\n \"short_description\": \"Set to In Progress: INC0000016\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000018\",\n \"short_description\": \"Set to In Progress: INC0000018\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000025\",\n \"short_description\": \"Set to In Progress: INC0000025\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000031\",\n \"short_description\": \"Set to In Progress: INC0000031\",\n \"priority\": 1,\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000051\",\n \"short_description\": \"Set to In Progress: INC0000051\",\n \"priority\": 1,\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n }\n ],\n \"examplesOfAssignedVsUnassigned\": {\n \"sampleAssigned\": [\n {\n \"number\": \"INC0000015\",\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"priority\": 1\n },\n {\n \"number\": \"INC0000031\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"priority\": 1\n }\n ],\n \"sampleUnassigned\": [\n {\n \"number\": \"INC0010007\",\n \"short_description\": \"Picking tablets freezing post update - Denver (Critical/P1)\",\n \"priority\": 5\n },\n {\n \"number\": \"INC0010010\",\n \"short_description\": \"Picking tablets freezing post update\",\n \"priority\": 5\n }\n ]\n },\n \"recommendation\": \"There are 17 priority-1 incidents and 39 unassigned incidents. Prioritize assigning P1 incidents (many are already 'In Progress' but several remain unassigned) and consolidate duplicate 'Picking tablets freezing' reports (11 occurrences) to a single investigation workflow to avoid duplicated effort.\"\n}\n- y_case_info: Link Salesforce Case ID to ServiceNow incident number; sync fields: status, priority, short_description, comments, assigned_to, resolved_at; use sys_updated_on and resolved_at as the update window; surface notification preferences (e.g., Chatter, email) if available.\n- y_salesforce_case_depends_on: x\n- y_salesforce_case_api_task: Keep Salesforce in sync with the live ServiceNow bridge by creating/updating cases linked to ServiceNow incidents and syncing specified fields and notifications\n- y: {\n \"hasErrors\": false,\n \"cases\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"500dM00002K93BtQAJ\",\n \"subject\": \"ServiceNow: Priority-1 Incidents Overview (17)\",\n \"priority\": 1,\n \"status\": \"New\",\n \"summary\": {\n \"totalIncidents\": 64,\n \"openIncidents\": 64,\n \"assignedCount\": 25,\n \"unassignedCount\": 39,\n \"incidentsByPriority\": {\n \"P1\": 17,\n \"P2\": 4,\n \"P3\": 7,\n \"P4\": 3,\n \"P5\": 33\n },\n \"recommendation\": \"Prioritize assigning P1 incidents and consolidate duplicate reports to reduce duplicated effort.\"\n }\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"500dM00002K93BuQAJ\",\n \"subject\": \"ServiceNow: Frequent Issue - Picking tablets freezing (11 occurrences)\",\n \"priority\": 2,\n \"status\": \"New\",\n \"summary\": {\n \"frequentIssues\": [\n {\n \"issue\": \"Picking tablets freezing post update\",\n \"count\": 11\n },\n {\n \"issue\": \"Warehouse Wi-Fi outage post firmware\",\n \"count\": 4\n }\n ],\n \"recommendation\": \"Consolidate duplicate 'Picking tablets freezing' reports into a single investigation workflow and prioritize related P1s for assignment.\",\n \"sampleUnassignedIncidents\": [\n {\n \"id\": \"INC0010007\",\n \"description\": \"Picking tablets freezing post update - Denver\",\n \"priority\": 5\n },\n {\n \"id\": \"INC0010010\",\n \"description\": \"Picking tablets freezing post update\",\n \"priority\": 5\n }\n ]\n }\n }\n ]\n}\n\nUser: Incident INC0046123 has new workaround notes added in the last 30 minutes.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_case_info) -> y_case_info\n10. assign(y_salesforce_case_depends_on) -> y_salesforce_case_depends_on\n11. assign(y_salesforce_case_api_task) -> y_salesforce_case_api_task\n12. salesforce_create_case_api(y_case_info, y_salesforce_case_depends_on, y_salesforce_case_api_task) -> y\n\nExecution Results:\n- x_incident_query: number=INC0046123^sys_updated_onBETWEEN2025-11-08 15:10:37@2025-11-08 15:40:37\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,sys_id,sys_updated_on,short_description,resolved_at,priority,assigned_to,comments,work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Detect new workaround notes added in the last 30 minutes for INC0046123 and capture update window and notes\n- x: {\n \"status\": \"success\",\n \"summary\": {\n \"totalIncidents\": 0,\n \"openIncidents\": 0,\n \"assignedCount\": 0,\n \"unassignedCount\": 0\n },\n \"incidents\": [],\n \"message\": \"No incidents returned by the API.\"\n}\n- y_case_info: Link Salesforce Case ID to ServiceNow incident INC0046123; sync fields: status, priority, short_description, comments, work_notes (workaround), assigned_to, resolved_at; use sys_updated_on and resolved_at as the update window; surface notification preferences (e.g., Chatter, email) if available.\n- y_salesforce_case_depends_on: x\n- y_salesforce_case_api_task: Update or link Salesforce case for INC0046123 with new workaround notes and sync specified fields; trigger notifications via configured channels (Chatter/email) if present\n- y: {\n \"hasErrors\": false,\n \"cases\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"500dM00002K9XeXQAV\",\n \"subject\": \"Update or Link Case: INC0046123 - Workaround Added\",\n \"priority\": \"1\",\n \"status\": \"In Progress\",\n \"note\": \"Added workaround notes; sync/update/link case as described. API message: No incidents returned by the API.\",\n \"timestamp\": \"2025-11-08 15:41:35.587593\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"500dM00002K9XeYQAV\",\n \"subject\": \"Notification: INC0046123 Workaround Published\",\n \"priority\": \"5\",\n \"status\": \"New\",\n \"note\": \"Publish workaround notes and notify stakeholders via Chatter/email. API status: success.\",\n \"timestamp\": \"2025-11-08 15:41:35.587593\"\n }\n ]\n}" + }, + { + "turn_index": 2, + "user": "Push those notes into Case 00001234, set the status to 'Awaiting Customer', and tag the Service Queue owner.", + "prompt": "You are the support unification steward ensuring ServiceNow bridge updates stay aligned with Salesforce customer communications.\n\nCapture the ServiceNow incident number, update window, Salesforce case ID linkage, and fields to sync clarified through the conversation.\n\nNote any notification preferences that surface.\n\nConversation so far:\nUser: Keep Salesforce in sync with the live ServiceNow bridge.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_case_info) -> y_case_info\n10. assign(y_salesforce_case_depends_on) -> y_salesforce_case_depends_on\n11. assign(y_salesforce_case_api_task) -> y_salesforce_case_api_task\n12. salesforce_create_case_api(y_case_info, y_salesforce_case_depends_on, y_salesforce_case_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,sys_id,sys_updated_on,short_description,resolved_at,priority,assigned_to,comments\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident number and update window for live bridge sync with Salesforce\n- x: {\n \"summary\": {\n \"totalIncidents\": 64,\n \"openIncidents\": 64,\n \"assignedCount\": 25,\n \"unassignedCount\": 39\n },\n \"incidentsByPriority\": {\n \"1\": 17,\n \"2\": 4,\n \"3\": 7,\n \"4\": 3,\n \"5\": 33\n },\n \"frequentIssues\": [\n {\n \"issue\": \"Picking tablets freezing post update (or Warehouse picking tablets freezing)\",\n \"count\": 11\n },\n {\n \"issue\": \"Warehouse Wi-Fi outage post firmware\",\n \"count\": 4\n }\n ],\n \"recentUpdates\": [\n {\n \"number\": \"INC0000015\",\n \"short_description\": \"Set to In Progress: INC0000015\",\n \"priority\": 1,\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000016\",\n \"short_description\": \"Set to In Progress: INC0000016\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000018\",\n \"short_description\": \"Set to In Progress: INC0000018\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000025\",\n \"short_description\": \"Set to In Progress: INC0000025\",\n \"priority\": 1,\n \"assigned_to\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000031\",\n \"short_description\": \"Set to In Progress: INC0000031\",\n \"priority\": 1,\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n },\n {\n \"number\": \"INC0000051\",\n \"short_description\": \"Set to In Progress: INC0000051\",\n \"priority\": 1,\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"sys_updated_on\": \"2025-11-08 08:16:47\"\n }\n ],\n \"examplesOfAssignedVsUnassigned\": {\n \"sampleAssigned\": [\n {\n \"number\": \"INC0000015\",\n \"assigned_to\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"priority\": 1\n },\n {\n \"number\": \"INC0000031\",\n \"assigned_to\": \"5137153cc611227c000bbd1bd8cd2007\",\n \"priority\": 1\n }\n ],\n \"sampleUnassigned\": [\n {\n \"number\": \"INC0010007\",\n \"short_description\": \"Picking tablets freezing post update - Denver (Critical/P1)\",\n \"priority\": 5\n },\n {\n \"number\": \"INC0010010\",\n \"short_description\": \"Picking tablets freezing post update\",\n \"priority\": 5\n }\n ]\n },\n \"recommendation\": \"There are 17 priority-1 incidents and 39 unassigned incidents. Prioritize assigning P1 incidents (many are already 'In Progress' but several remain unassigned) and consolidate duplicate 'Picking tablets freezing' reports (11 occurrences) to a single investigation workflow to avoid duplicated effort.\"\n}\n- y_case_info: Link Salesforce Case ID to ServiceNow incident number; sync fields: status, priority, short_description, comments, assigned_to, resolved_at; use sys_updated_on and resolved_at as the update window; surface notification preferences (e.g., Chatter, email) if available.\n- y_salesforce_case_depends_on: x\n- y_salesforce_case_api_task: Keep Salesforce in sync with the live ServiceNow bridge by creating/updating cases linked to ServiceNow incidents and syncing specified fields and notifications\n- y: {\n \"hasErrors\": false,\n \"cases\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"500dM00002K93BtQAJ\",\n \"subject\": \"ServiceNow: Priority-1 Incidents Overview (17)\",\n \"priority\": 1,\n \"status\": \"New\",\n \"summary\": {\n \"totalIncidents\": 64,\n \"openIncidents\": 64,\n \"assignedCount\": 25,\n \"unassignedCount\": 39,\n \"incidentsByPriority\": {\n \"P1\": 17,\n \"P2\": 4,\n \"P3\": 7,\n \"P4\": 3,\n \"P5\": 33\n },\n \"recommendation\": \"Prioritize assigning P1 incidents and consolidate duplicate reports to reduce duplicated effort.\"\n }\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"500dM00002K93BuQAJ\",\n \"subject\": \"ServiceNow: Frequent Issue - Picking tablets freezing (11 occurrences)\",\n \"priority\": 2,\n \"status\": \"New\",\n \"summary\": {\n \"frequentIssues\": [\n {\n \"issue\": \"Picking tablets freezing post update\",\n \"count\": 11\n },\n {\n \"issue\": \"Warehouse Wi-Fi outage post firmware\",\n \"count\": 4\n }\n ],\n \"recommendation\": \"Consolidate duplicate 'Picking tablets freezing' reports into a single investigation workflow and prioritize related P1s for assignment.\",\n \"sampleUnassignedIncidents\": [\n {\n \"id\": \"INC0010007\",\n \"description\": \"Picking tablets freezing post update - Denver\",\n \"priority\": 5\n },\n {\n \"id\": \"INC0010010\",\n \"description\": \"Picking tablets freezing post update\",\n \"priority\": 5\n }\n ]\n }\n }\n ]\n}\nUser: Incident INC0046123 has new workaround notes added in the last 30 minutes.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_case_info) -> y_case_info\n10. assign(y_salesforce_case_depends_on) -> y_salesforce_case_depends_on\n11. assign(y_salesforce_case_api_task) -> y_salesforce_case_api_task\n12. salesforce_create_case_api(y_case_info, y_salesforce_case_depends_on, y_salesforce_case_api_task) -> y\n\nExecution Results:\n- x_incident_query: number=INC0046123^sys_updated_onBETWEEN2025-11-08 15:10:37@2025-11-08 15:40:37\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,sys_id,sys_updated_on,short_description,resolved_at,priority,assigned_to,comments,work_notes\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Detect new workaround notes added in the last 30 minutes for INC0046123 and capture update window and notes\n- x: {\n \"status\": \"success\",\n \"summary\": {\n \"totalIncidents\": 0,\n \"openIncidents\": 0,\n \"assignedCount\": 0,\n \"unassignedCount\": 0\n },\n \"incidents\": [],\n \"message\": \"No incidents returned by the API.\"\n}\n- y_case_info: Link Salesforce Case ID to ServiceNow incident INC0046123; sync fields: status, priority, short_description, comments, work_notes (workaround), assigned_to, resolved_at; use sys_updated_on and resolved_at as the update window; surface notification preferences (e.g., Chatter, email) if available.\n- y_salesforce_case_depends_on: x\n- y_salesforce_case_api_task: Update or link Salesforce case for INC0046123 with new workaround notes and sync specified fields; trigger notifications via configured channels (Chatter/email) if present\n- y: {\n \"hasErrors\": false,\n \"cases\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"500dM00002K9XeXQAV\",\n \"subject\": \"Update or Link Case: INC0046123 - Workaround Added\",\n \"priority\": \"1\",\n \"status\": \"In Progress\",\n \"note\": \"Added workaround notes; sync/update/link case as described. API message: No incidents returned by the API.\",\n \"timestamp\": \"2025-11-08 15:41:35.587593\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"500dM00002K9XeYQAV\",\n \"subject\": \"Notification: INC0046123 Workaround Published\",\n \"priority\": \"5\",\n \"status\": \"New\",\n \"note\": \"Publish workaround notes and notify stakeholders via Chatter/email. API status: success.\",\n \"timestamp\": \"2025-11-08 15:41:35.587593\"\n }\n ]\n}\n\nUser: Push those notes into Case 00001234, set the status to 'Awaiting Customer', and tag the Service Queue owner.", + "response_status": "completed", + "response_text": "Captured from the conversation\n\n- ServiceNow incident: INC0046123\n- Update window used to detect the new workaround: sys_updated_on BETWEEN 2025-11-08 15:10:37 and 2025-11-08 15:40:37 (the \"last 30 minutes\" window)\n- Fields agreed to sync to Salesforce: status, priority, short_description, comments, work_notes (workaround), assigned_to, resolved_at\n- Update window fields to drive sync: sys_updated_on (as the update window) and resolved_at\n- Notification preferences surfaced: Chatter and email\n\nCurrent state / constraints (from the available history)\n- The ServiceNow query for INC0046123 within the 15:10:37\u201315:40:37 window returned no incidents (API message: \"No incidents returned by the API.\").\n- The conversation shows a planned/created Salesforce linkage activity (Salesforce internal records: 500dM00002K9XeXQAV and 500dM00002K9XeYQAV) with subjects for \"Update or Link Case: INC0046123 - Workaround Added\" and \"Notification: INC0046123 Workaround Published\", but there is no record in the available history that Case 00001234 was actually linked or updated.\n- There is no evidence in the conversation history that the workaround notes themselves were retrieved (the API returned no incidents), nor that Case 00001234 exists or is currently linked to INC0046123.\n\nWhat I can do next (based on the conversation and your instruction to push into Case 00001234)\n- If you confirm Case 00001234 is the Salesforce case to link, I will:\n - Link INC0046123 to Case 00001234.\n - Push the workaround notes (work_notes) and comments into Case 00001234.\n - Set the Salesforce case status to \"Awaiting Customer\".\n - Update assigned_to to tag the Service Queue owner.\n - Trigger notifications via the surfaced channels (Chatter and email).\n- Preconditions required (missing or failed items from current history):\n - We need the actual workaround notes/content. The ServiceNow query for the specified 30-minute window returned no incidents, so the notes were not retrieved. Either the notes are outside that time window or the API query needs adjustment.\n - We need confirmation that Salesforce Case 00001234 exists and is the intended target (no mapping to 00001234 appears in the available history).\n\nRecommended immediate steps to complete your request\n1. Confirm that Case 00001234 is the correct Salesforce case to receive the notes.\n2. Re-run or expand the ServiceNow query (wider sys_updated_on window or remove the time filter) so we can retrieve the work_notes/comments for INC0046123 (current query returned no incidents).\n3. Once notes are retrieved and Case 00001234 is confirmed, I will push the work_notes/comments, set status to \"Awaiting Customer\", tag the Service Queue owner via assigned_to, and send notifications via Chatter/email.\n\nIf you confirm Case 00001234 now and want me to proceed with re-running the ServiceNow pull (or to accept a wider time window), I will proceed. Otherwise, I do not know based on the available history whether the push to Case 00001234 has occurred or whether the workaround notes are available to push." + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T10:17:15.028100+00:00", + "idx": 23, + "task": "Escalate Salesforce severity into ServiceNow emergency change", + "prompt": "You are the incident-change liaison translating Salesforce escalation records into ServiceNow emergency change workflows.\n\nCapture the Salesforce escalation ID, severity, impacted product, ServiceNow change type, and scheduling expectations clarified across turns.\n\nRecord any rollback notes if they surface.\n\nConversation so far:\nUser: Salesforce escalation just tripped a Sev-1 change need.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Fetch Salesforce escalation record(s) flagged Sev-1 and return escalation ID, severity, impacted product, any scheduling expectations, and any rollback notes.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve Sev-1 Salesforce escalation details for translation to ServiceNow change\n- x: None\n- y_change_request_info: Create an emergency ServiceNow change request from the Sev-1 Salesforce escalation. Populate the change with escalation ID, severity, impacted product, change type 'Emergency', scheduling expectations, and any rollback notes provided by Salesforce.\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Translate Salesforce Sev-1 escalation into ServiceNow emergency change workflow and create the change request\n- y: {\n \"api\": \"service_now_create_change_request_api\",\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"serviced_requests\": [\n {\n \"id\": \"1\",\n \"number\": \"CHG0030005\",\n \"sys_id\": \"1c75ccd683893210b5a95c50ceaad312\",\n \"sys_created_on\": \"2025-11-08 10:14:02\",\n \"short_description\": \"Create emergency ServiceNow change request\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/change_request/1c75ccd683893210b5a95c50ceaad312\",\n \"content_length\": 2838,\n \"execution_time_ms\": 592\n },\n {\n \"id\": \"2\",\n \"number\": \"CHG0030006\",\n \"sys_id\": \"1c758cde83457210b5a95c50ceaad34a\",\n \"sys_created_on\": \"2025-11-08 10:14:03\",\n \"short_description\": \"Change Request 2 description\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/change_request/1c758cde83457210b5a95c50ceaad34a\",\n \"content_length\": 2695,\n \"execution_time_ms\": 99\n }\n ],\n \"unserviced_requests\": []\n}\nUser: Escalation ESC-90045 references product 'Payments Edge' and flagged Severity = Critical.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce escalation ESC-90045: escalation ID ESC-90045, severity Critical, impacted product 'Payments Edge', scheduling expectations (if any), rollback notes (if any)\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch details for ESC-90045 for translation to ServiceNow change\n- x: {}\n- y_change_request_info: Create emergency ServiceNow change from Salesforce escalation ESC-90045. Severity: Critical. Impacted product: Payments Edge. Change type: Emergency. Scheduling expectations: null. Rollback notes: null. Previously created change requests related to this flow: CHG0030005 (sys_id: 1c75ccd683893210b5a95c50ceaad312), CHG0030006 (sys_id: 1c758cde83457210b5a95c50ceaad34a).\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Translate Salesforce escalation ESC-90045 into ServiceNow emergency change workflow and create the change request\n- y: null\n\nUser: Spin up a ServiceNow Emergency change with that context, assign CAB 'Payments Reliability', and schedule implementation within 90 minutes.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HFEYFGPN2XK013P2WX1A0X", + "status": "completed", + "output_text": "Plan:\n1. assign(y_change_request_info) -> y_change_request_info\n2. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n3. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n4. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- y_change_request_info: Create emergency ServiceNow change from Salesforce escalation ESC-90045. Escalation ID: ESC-90045. Severity: Critical. Impacted product: Payments Edge. Change type: Emergency. Assign CAB: Payments Reliability. Schedule implementation to start within 90 minutes of request. Rollback notes: null. Related prior change requests: CHG0030005 (sys_id: 1c75ccd683893210b5a95c50ceaad312), CHG0030006 (sys_id: 1c758cde83457210b5a95c50ceaad34a).\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Translate Salesforce escalation ESC-90045 into ServiceNow emergency change workflow, assign CAB 'Payments Reliability', and schedule implementation to start within 90 minutes\n- y: null", + "expected_fragments": [ + "Salesforce: Retrieve escalation ESC-90045 details including Severity and product", + "ServiceNow: Create Emergency change for Payments Edge with Severity=Critical", + "Assign CAB='Payments Reliability' and planned_start within 90 minutes" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Escalate Salesforce severity into ServiceNow emergency change", + "idx": 23, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-23-1762596753643", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "y_change_request_info" + ], + "result_variable": "y_change_request_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "y_servicenow_change_request_depends_on" + ], + "result_variable": "y_servicenow_change_request_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "y_servicenow_change_request_api_task" + ], + "result_variable": "y_servicenow_change_request_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_create_change_request_api", + "parameters": [ + "y_change_request_info", + "y_servicenow_change_request_depends_on", + "y_servicenow_change_request_api_task" + ], + "result_variable": "y" + } + ], + "plan_step_count": 4, + "variables": { + "y_change_request_info": "Create emergency ServiceNow change from Salesforce escalation ESC-90045. Escalation ID: ESC-90045. Severity: Critical. Impacted product: Payments Edge. Change type: Emergency. Assign CAB: Payments Reliability. Schedule implementation to start within 90 minutes of request. Rollback notes: null. Related prior change requests: CHG0030005 (sys_id: 1c75ccd683893210b5a95c50ceaad312), CHG0030006 (sys_id: 1c758cde83457210b5a95c50ceaad34a).", + "y_servicenow_change_request_depends_on": "x", + "y_servicenow_change_request_api_task": "Translate Salesforce escalation ESC-90045 into ServiceNow emergency change workflow, assign CAB 'Payments Reliability', and schedule implementation to start within 90 minutes", + "y": "null" + } + }, + "variables": { + "y_change_request_info": "Create emergency ServiceNow change from Salesforce escalation ESC-90045. Escalation ID: ESC-90045. Severity: Critical. Impacted product: Payments Edge. Change type: Emergency. Assign CAB: Payments Reliability. Schedule implementation to start within 90 minutes of request. Rollback notes: null. Related prior change requests: CHG0030005 (sys_id: 1c75ccd683893210b5a95c50ceaad312), CHG0030006 (sys_id: 1c758cde83457210b5a95c50ceaad34a).", + "y_servicenow_change_request_depends_on": "x", + "y_servicenow_change_request_api_task": "Translate Salesforce escalation ESC-90045 into ServiceNow emergency change workflow, assign CAB 'Payments Reliability', and schedule implementation to start within 90 minutes", + "y": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Salesforce escalation just tripped a Sev-1 change need.", + "prompt": "You are the incident-change liaison translating Salesforce escalation records into ServiceNow emergency change workflows.\n\nCapture the Salesforce escalation ID, severity, impacted product, ServiceNow change type, and scheduling expectations clarified across turns.\n\nRecord any rollback notes if they surface.\n\nUser: Salesforce escalation just tripped a Sev-1 change need.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Fetch Salesforce escalation record(s) flagged Sev-1 and return escalation ID, severity, impacted product, any scheduling expectations, and any rollback notes.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve Sev-1 Salesforce escalation details for translation to ServiceNow change\n- x: None\n- y_change_request_info: Create an emergency ServiceNow change request from the Sev-1 Salesforce escalation. Populate the change with escalation ID, severity, impacted product, change type 'Emergency', scheduling expectations, and any rollback notes provided by Salesforce.\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Translate Salesforce Sev-1 escalation into ServiceNow emergency change workflow and create the change request\n- y: {\n \"api\": \"service_now_create_change_request_api\",\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"serviced_requests\": [\n {\n \"id\": \"1\",\n \"number\": \"CHG0030005\",\n \"sys_id\": \"1c75ccd683893210b5a95c50ceaad312\",\n \"sys_created_on\": \"2025-11-08 10:14:02\",\n \"short_description\": \"Create emergency ServiceNow change request\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/change_request/1c75ccd683893210b5a95c50ceaad312\",\n \"content_length\": 2838,\n \"execution_time_ms\": 592\n },\n {\n \"id\": \"2\",\n \"number\": \"CHG0030006\",\n \"sys_id\": \"1c758cde83457210b5a95c50ceaad34a\",\n \"sys_created_on\": \"2025-11-08 10:14:03\",\n \"short_description\": \"Change Request 2 description\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/change_request/1c758cde83457210b5a95c50ceaad34a\",\n \"content_length\": 2695,\n \"execution_time_ms\": 99\n }\n ],\n \"unserviced_requests\": []\n}" + }, + { + "turn_index": 1, + "user": "Escalation ESC-90045 references product 'Payments Edge' and flagged Severity = Critical.", + "prompt": "You are the incident-change liaison translating Salesforce escalation records into ServiceNow emergency change workflows.\n\nCapture the Salesforce escalation ID, severity, impacted product, ServiceNow change type, and scheduling expectations clarified across turns.\n\nRecord any rollback notes if they surface.\n\nConversation so far:\nUser: Salesforce escalation just tripped a Sev-1 change need.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Fetch Salesforce escalation record(s) flagged Sev-1 and return escalation ID, severity, impacted product, any scheduling expectations, and any rollback notes.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve Sev-1 Salesforce escalation details for translation to ServiceNow change\n- x: None\n- y_change_request_info: Create an emergency ServiceNow change request from the Sev-1 Salesforce escalation. Populate the change with escalation ID, severity, impacted product, change type 'Emergency', scheduling expectations, and any rollback notes provided by Salesforce.\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Translate Salesforce Sev-1 escalation into ServiceNow emergency change workflow and create the change request\n- y: {\n \"api\": \"service_now_create_change_request_api\",\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"serviced_requests\": [\n {\n \"id\": \"1\",\n \"number\": \"CHG0030005\",\n \"sys_id\": \"1c75ccd683893210b5a95c50ceaad312\",\n \"sys_created_on\": \"2025-11-08 10:14:02\",\n \"short_description\": \"Create emergency ServiceNow change request\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/change_request/1c75ccd683893210b5a95c50ceaad312\",\n \"content_length\": 2838,\n \"execution_time_ms\": 592\n },\n {\n \"id\": \"2\",\n \"number\": \"CHG0030006\",\n \"sys_id\": \"1c758cde83457210b5a95c50ceaad34a\",\n \"sys_created_on\": \"2025-11-08 10:14:03\",\n \"short_description\": \"Change Request 2 description\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/change_request/1c758cde83457210b5a95c50ceaad34a\",\n \"content_length\": 2695,\n \"execution_time_ms\": 99\n }\n ],\n \"unserviced_requests\": []\n}\n\nUser: Escalation ESC-90045 references product 'Payments Edge' and flagged Severity = Critical.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce escalation ESC-90045: escalation ID ESC-90045, severity Critical, impacted product 'Payments Edge', scheduling expectations (if any), rollback notes (if any)\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch details for ESC-90045 for translation to ServiceNow change\n- x: {}\n- y_change_request_info: Create emergency ServiceNow change from Salesforce escalation ESC-90045. Severity: Critical. Impacted product: Payments Edge. Change type: Emergency. Scheduling expectations: null. Rollback notes: null. Previously created change requests related to this flow: CHG0030005 (sys_id: 1c75ccd683893210b5a95c50ceaad312), CHG0030006 (sys_id: 1c758cde83457210b5a95c50ceaad34a).\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Translate Salesforce escalation ESC-90045 into ServiceNow emergency change workflow and create the change request\n- y: null" + }, + { + "turn_index": 2, + "user": "Spin up a ServiceNow Emergency change with that context, assign CAB 'Payments Reliability', and schedule implementation within 90 minutes.", + "prompt": "You are the incident-change liaison translating Salesforce escalation records into ServiceNow emergency change workflows.\n\nCapture the Salesforce escalation ID, severity, impacted product, ServiceNow change type, and scheduling expectations clarified across turns.\n\nRecord any rollback notes if they surface.\n\nConversation so far:\nUser: Salesforce escalation just tripped a Sev-1 change need.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Fetch Salesforce escalation record(s) flagged Sev-1 and return escalation ID, severity, impacted product, any scheduling expectations, and any rollback notes.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve Sev-1 Salesforce escalation details for translation to ServiceNow change\n- x: None\n- y_change_request_info: Create an emergency ServiceNow change request from the Sev-1 Salesforce escalation. Populate the change with escalation ID, severity, impacted product, change type 'Emergency', scheduling expectations, and any rollback notes provided by Salesforce.\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Translate Salesforce Sev-1 escalation into ServiceNow emergency change workflow and create the change request\n- y: {\n \"api\": \"service_now_create_change_request_api\",\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"serviced_requests\": [\n {\n \"id\": \"1\",\n \"number\": \"CHG0030005\",\n \"sys_id\": \"1c75ccd683893210b5a95c50ceaad312\",\n \"sys_created_on\": \"2025-11-08 10:14:02\",\n \"short_description\": \"Create emergency ServiceNow change request\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/change_request/1c75ccd683893210b5a95c50ceaad312\",\n \"content_length\": 2838,\n \"execution_time_ms\": 592\n },\n {\n \"id\": \"2\",\n \"number\": \"CHG0030006\",\n \"sys_id\": \"1c758cde83457210b5a95c50ceaad34a\",\n \"sys_created_on\": \"2025-11-08 10:14:03\",\n \"short_description\": \"Change Request 2 description\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/change_request/1c758cde83457210b5a95c50ceaad34a\",\n \"content_length\": 2695,\n \"execution_time_ms\": 99\n }\n ],\n \"unserviced_requests\": []\n}\nUser: Escalation ESC-90045 references product 'Payments Edge' and flagged Severity = Critical.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce escalation ESC-90045: escalation ID ESC-90045, severity Critical, impacted product 'Payments Edge', scheduling expectations (if any), rollback notes (if any)\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch details for ESC-90045 for translation to ServiceNow change\n- x: {}\n- y_change_request_info: Create emergency ServiceNow change from Salesforce escalation ESC-90045. Severity: Critical. Impacted product: Payments Edge. Change type: Emergency. Scheduling expectations: null. Rollback notes: null. Previously created change requests related to this flow: CHG0030005 (sys_id: 1c75ccd683893210b5a95c50ceaad312), CHG0030006 (sys_id: 1c758cde83457210b5a95c50ceaad34a).\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Translate Salesforce escalation ESC-90045 into ServiceNow emergency change workflow and create the change request\n- y: null\n\nUser: Spin up a ServiceNow Emergency change with that context, assign CAB 'Payments Reliability', and schedule implementation within 90 minutes.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(y_change_request_info) -> y_change_request_info\n2. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n3. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n4. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- y_change_request_info: Create emergency ServiceNow change from Salesforce escalation ESC-90045. Escalation ID: ESC-90045. Severity: Critical. Impacted product: Payments Edge. Change type: Emergency. Assign CAB: Payments Reliability. Schedule implementation to start within 90 minutes of request. Rollback notes: null. Related prior change requests: CHG0030005 (sys_id: 1c75ccd683893210b5a95c50ceaad312), CHG0030006 (sys_id: 1c758cde83457210b5a95c50ceaad34a).\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Translate Salesforce escalation ESC-90045 into ServiceNow emergency change workflow, assign CAB 'Payments Reliability', and schedule implementation to start within 90 minutes\n- y: null" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T10:21:29.047228+00:00", + "idx": 24, + "task": "Push ServiceNow outage summary into Salesforce account notes", + "prompt": "You are the enterprise incident communicator keeping Salesforce account teams aligned with ServiceNow outage bridges.\n\nCapture the ServiceNow incident context, impacted customer account, Salesforce field update, and note linkage expressed during the conversation.\n\nInclude any timeline references that arise.\n\nConversation so far:\nUser: Account execs need to know about the outage.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n13. assign(z_task_subject) -> z_task_subject\n14. assign(z_task_status) -> z_task_status\n15. assign(z_task_priority) -> z_task_priority\n16. assign(z_task_due_date) -> z_task_due_date\n17. assign(z_salesforce_task_depends_on) -> z_salesforce_task_depends_on\n18. assign(z_salesforce_task_api_task) -> z_salesforce_task_api_task\n19. salesforce_create_task_api(z_task_subject, z_task_status, z_task_priority, z_task_due_date, z_salesforce_task_depends_on, z_salesforce_task_api_task) -> z\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^OR^short_descriptionLIKEbridge^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,sys_created_on,resolved_at,caller_id\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident context, impacted customers, and timeline for outage bridges\n- x: The ServiceNow query completed successfully but returned no incidents (incidents: []). \n\nIf you expected results, you can:\n- Confirm or broaden the search filters/time range used.\n- Provide specific criteria (incident number, caller, assignment group, state) for a targeted search.\n- Ask me to re-run the query with different parameters or to create a new incident.\n\nWould you like me to try again with any specific filters?\n- y_salesforce_query_info: Identify impacted Salesforce accounts and their account execs based on ServiceNow incident caller/affected customer; prepare Salesforce field update and note linkage (include timeline and incident reference)\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Map ServiceNow incident context to Salesforce accounts and account execs, and determine fields/notes to update\n- y: None\n- z_task_subject: Notify account execs about ServiceNow outage\n- z_task_status: Not Started\n- z_task_priority: High\n- z_task_due_date: null\n- z_salesforce_task_depends_on: y\n- z_salesforce_task_api_task: Create tasks for account execs to notify them of the outage; attach ServiceNow incident notes, timeline, and link to Salesforce account records\n- z: {\"id\":\"00TdM000007lLplUAE\",\"success\":true,\"errors\":[]}\nUser: ServiceNow incident INC0045802 affects customer 'BluePeak Logistics'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n13. assign(z_task_subject) -> z_task_subject\n14. assign(z_task_status) -> z_task_status\n15. assign(z_task_priority) -> z_task_priority\n16. assign(z_task_due_date) -> z_task_due_date\n17. assign(z_salesforce_task_depends_on) -> z_salesforce_task_depends_on\n18. assign(z_salesforce_task_api_task) -> z_salesforce_task_api_task\n19. salesforce_create_task_api(z_task_subject, z_task_status, z_task_priority, z_task_due_date, z_salesforce_task_depends_on, z_salesforce_task_api_task) -> z\n\nExecution Results:\n- x_incident_query: number=INC0045802\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,sys_created_on,resolved_at,caller_id\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident context and timeline for INC0045802 affecting BluePeak Logistics\n- x: The API call succeeded but returned no incidents (incidents: []). \n\nIf you expected results, you can:\n- Confirm or broaden the search filters / time range used (for example: last 30 days, last 90 days, or remove specific assignment group).\n- Provide specific criteria to target a search (incident number, caller name, assignment group, state such as New/In Progress/Resolved).\n- Ask me to re-run the query with different parameters (tell me which filters to change or give example filters you want applied).\n- Ask me to create a new incident \u2014 provide the short description, caller, assignment group, priority, and any details.\n\nWhich would you like me to do? If re-running, tell me the filters/time range or an example (e.g., \"search incidents from 2025-10-01 to 2025-11-07 for assignment_group = 'IT Support' and state != Resolved\").\n- y_salesforce_query_info: Identify Salesforce account 'BluePeak Logistics', its account exec(s), and fields to update (e.g., outage_status, last_incident_ref, incident_timeline). Add a note linking to ServiceNow incident INC0045802 and include timeline fields sys_created_on and resolved_at if present.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Map ServiceNow incident INC0045802 to Salesforce account(s) and determine account execs and field/note updates\n- y: None\n- z_task_subject: Notify account execs about ServiceNow outage INC0045802 affecting BluePeak Logistics\n- z_task_status: Not Started\n- z_task_priority: High\n- z_task_due_date: null\n- z_salesforce_task_depends_on: y\n- z_salesforce_task_api_task: Create tasks for identified account execs to notify them of outage INC0045802; attach ServiceNow incident notes, incident reference, and timeline; link task to BluePeak Logistics account in Salesforce\n- z: {\"id\":\"00TdM000007lLwDUAU\",\"success\":true,\"errors\":[]}\n\nUser: Add a note to Salesforce Account BluePeak Logistics summarizing the outage and set Service_Health__c = 'Degraded'.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HFPYR8J86B8J363M4TVRFC", + "status": "failed", + "output_text": "", + "expected_fragments": [ + "ServiceNow: Retrieve incident INC0045802 summary and impact", + "Salesforce: Update Account BluePeak Logistics Service_Health__c='Degraded'", + "Salesforce: Append account note with outage summary" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Push ServiceNow outage summary into Salesforce account notes", + "idx": 24, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-24-1762597040028", + "turn_index": 2 + }, + "variables": null, + "turns": [ + { + "turn_index": 0, + "user": "Account execs need to know about the outage.", + "prompt": "You are the enterprise incident communicator keeping Salesforce account teams aligned with ServiceNow outage bridges.\n\nCapture the ServiceNow incident context, impacted customer account, Salesforce field update, and note linkage expressed during the conversation.\n\nInclude any timeline references that arise.\n\nUser: Account execs need to know about the outage.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n13. assign(z_task_subject) -> z_task_subject\n14. assign(z_task_status) -> z_task_status\n15. assign(z_task_priority) -> z_task_priority\n16. assign(z_task_due_date) -> z_task_due_date\n17. assign(z_salesforce_task_depends_on) -> z_salesforce_task_depends_on\n18. assign(z_salesforce_task_api_task) -> z_salesforce_task_api_task\n19. salesforce_create_task_api(z_task_subject, z_task_status, z_task_priority, z_task_due_date, z_salesforce_task_depends_on, z_salesforce_task_api_task) -> z\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^OR^short_descriptionLIKEbridge^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,sys_created_on,resolved_at,caller_id\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident context, impacted customers, and timeline for outage bridges\n- x: The ServiceNow query completed successfully but returned no incidents (incidents: []). \n\nIf you expected results, you can:\n- Confirm or broaden the search filters/time range used.\n- Provide specific criteria (incident number, caller, assignment group, state) for a targeted search.\n- Ask me to re-run the query with different parameters or to create a new incident.\n\nWould you like me to try again with any specific filters?\n- y_salesforce_query_info: Identify impacted Salesforce accounts and their account execs based on ServiceNow incident caller/affected customer; prepare Salesforce field update and note linkage (include timeline and incident reference)\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Map ServiceNow incident context to Salesforce accounts and account execs, and determine fields/notes to update\n- y: None\n- z_task_subject: Notify account execs about ServiceNow outage\n- z_task_status: Not Started\n- z_task_priority: High\n- z_task_due_date: null\n- z_salesforce_task_depends_on: y\n- z_salesforce_task_api_task: Create tasks for account execs to notify them of the outage; attach ServiceNow incident notes, timeline, and link to Salesforce account records\n- z: {\"id\":\"00TdM000007lLplUAE\",\"success\":true,\"errors\":[]}" + }, + { + "turn_index": 1, + "user": "ServiceNow incident INC0045802 affects customer 'BluePeak Logistics'.", + "prompt": "You are the enterprise incident communicator keeping Salesforce account teams aligned with ServiceNow outage bridges.\n\nCapture the ServiceNow incident context, impacted customer account, Salesforce field update, and note linkage expressed during the conversation.\n\nInclude any timeline references that arise.\n\nConversation so far:\nUser: Account execs need to know about the outage.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n13. assign(z_task_subject) -> z_task_subject\n14. assign(z_task_status) -> z_task_status\n15. assign(z_task_priority) -> z_task_priority\n16. assign(z_task_due_date) -> z_task_due_date\n17. assign(z_salesforce_task_depends_on) -> z_salesforce_task_depends_on\n18. assign(z_salesforce_task_api_task) -> z_salesforce_task_api_task\n19. salesforce_create_task_api(z_task_subject, z_task_status, z_task_priority, z_task_due_date, z_salesforce_task_depends_on, z_salesforce_task_api_task) -> z\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^OR^short_descriptionLIKEbridge^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,sys_created_on,resolved_at,caller_id\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident context, impacted customers, and timeline for outage bridges\n- x: The ServiceNow query completed successfully but returned no incidents (incidents: []). \n\nIf you expected results, you can:\n- Confirm or broaden the search filters/time range used.\n- Provide specific criteria (incident number, caller, assignment group, state) for a targeted search.\n- Ask me to re-run the query with different parameters or to create a new incident.\n\nWould you like me to try again with any specific filters?\n- y_salesforce_query_info: Identify impacted Salesforce accounts and their account execs based on ServiceNow incident caller/affected customer; prepare Salesforce field update and note linkage (include timeline and incident reference)\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Map ServiceNow incident context to Salesforce accounts and account execs, and determine fields/notes to update\n- y: None\n- z_task_subject: Notify account execs about ServiceNow outage\n- z_task_status: Not Started\n- z_task_priority: High\n- z_task_due_date: null\n- z_salesforce_task_depends_on: y\n- z_salesforce_task_api_task: Create tasks for account execs to notify them of the outage; attach ServiceNow incident notes, timeline, and link to Salesforce account records\n- z: {\"id\":\"00TdM000007lLplUAE\",\"success\":true,\"errors\":[]}\n\nUser: ServiceNow incident INC0045802 affects customer 'BluePeak Logistics'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n13. assign(z_task_subject) -> z_task_subject\n14. assign(z_task_status) -> z_task_status\n15. assign(z_task_priority) -> z_task_priority\n16. assign(z_task_due_date) -> z_task_due_date\n17. assign(z_salesforce_task_depends_on) -> z_salesforce_task_depends_on\n18. assign(z_salesforce_task_api_task) -> z_salesforce_task_api_task\n19. salesforce_create_task_api(z_task_subject, z_task_status, z_task_priority, z_task_due_date, z_salesforce_task_depends_on, z_salesforce_task_api_task) -> z\n\nExecution Results:\n- x_incident_query: number=INC0045802\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,sys_created_on,resolved_at,caller_id\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident context and timeline for INC0045802 affecting BluePeak Logistics\n- x: The API call succeeded but returned no incidents (incidents: []). \n\nIf you expected results, you can:\n- Confirm or broaden the search filters / time range used (for example: last 30 days, last 90 days, or remove specific assignment group).\n- Provide specific criteria to target a search (incident number, caller name, assignment group, state such as New/In Progress/Resolved).\n- Ask me to re-run the query with different parameters (tell me which filters to change or give example filters you want applied).\n- Ask me to create a new incident \u2014 provide the short description, caller, assignment group, priority, and any details.\n\nWhich would you like me to do? If re-running, tell me the filters/time range or an example (e.g., \"search incidents from 2025-10-01 to 2025-11-07 for assignment_group = 'IT Support' and state != Resolved\").\n- y_salesforce_query_info: Identify Salesforce account 'BluePeak Logistics', its account exec(s), and fields to update (e.g., outage_status, last_incident_ref, incident_timeline). Add a note linking to ServiceNow incident INC0045802 and include timeline fields sys_created_on and resolved_at if present.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Map ServiceNow incident INC0045802 to Salesforce account(s) and determine account execs and field/note updates\n- y: None\n- z_task_subject: Notify account execs about ServiceNow outage INC0045802 affecting BluePeak Logistics\n- z_task_status: Not Started\n- z_task_priority: High\n- z_task_due_date: null\n- z_salesforce_task_depends_on: y\n- z_salesforce_task_api_task: Create tasks for identified account execs to notify them of outage INC0045802; attach ServiceNow incident notes, incident reference, and timeline; link task to BluePeak Logistics account in Salesforce\n- z: {\"id\":\"00TdM000007lLwDUAU\",\"success\":true,\"errors\":[]}" + }, + { + "turn_index": 2, + "user": "Add a note to Salesforce Account BluePeak Logistics summarizing the outage and set Service_Health__c = 'Degraded'.", + "prompt": "You are the enterprise incident communicator keeping Salesforce account teams aligned with ServiceNow outage bridges.\n\nCapture the ServiceNow incident context, impacted customer account, Salesforce field update, and note linkage expressed during the conversation.\n\nInclude any timeline references that arise.\n\nConversation so far:\nUser: Account execs need to know about the outage.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n13. assign(z_task_subject) -> z_task_subject\n14. assign(z_task_status) -> z_task_status\n15. assign(z_task_priority) -> z_task_priority\n16. assign(z_task_due_date) -> z_task_due_date\n17. assign(z_salesforce_task_depends_on) -> z_salesforce_task_depends_on\n18. assign(z_salesforce_task_api_task) -> z_salesforce_task_api_task\n19. salesforce_create_task_api(z_task_subject, z_task_status, z_task_priority, z_task_due_date, z_salesforce_task_depends_on, z_salesforce_task_api_task) -> z\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEoutage^OR^short_descriptionLIKEbridge^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,sys_created_on,resolved_at,caller_id\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident context, impacted customers, and timeline for outage bridges\n- x: The ServiceNow query completed successfully but returned no incidents (incidents: []). \n\nIf you expected results, you can:\n- Confirm or broaden the search filters/time range used.\n- Provide specific criteria (incident number, caller, assignment group, state) for a targeted search.\n- Ask me to re-run the query with different parameters or to create a new incident.\n\nWould you like me to try again with any specific filters?\n- y_salesforce_query_info: Identify impacted Salesforce accounts and their account execs based on ServiceNow incident caller/affected customer; prepare Salesforce field update and note linkage (include timeline and incident reference)\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Map ServiceNow incident context to Salesforce accounts and account execs, and determine fields/notes to update\n- y: None\n- z_task_subject: Notify account execs about ServiceNow outage\n- z_task_status: Not Started\n- z_task_priority: High\n- z_task_due_date: null\n- z_salesforce_task_depends_on: y\n- z_salesforce_task_api_task: Create tasks for account execs to notify them of the outage; attach ServiceNow incident notes, timeline, and link to Salesforce account records\n- z: {\"id\":\"00TdM000007lLplUAE\",\"success\":true,\"errors\":[]}\nUser: ServiceNow incident INC0045802 affects customer 'BluePeak Logistics'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n13. assign(z_task_subject) -> z_task_subject\n14. assign(z_task_status) -> z_task_status\n15. assign(z_task_priority) -> z_task_priority\n16. assign(z_task_due_date) -> z_task_due_date\n17. assign(z_salesforce_task_depends_on) -> z_salesforce_task_depends_on\n18. assign(z_salesforce_task_api_task) -> z_salesforce_task_api_task\n19. salesforce_create_task_api(z_task_subject, z_task_status, z_task_priority, z_task_due_date, z_salesforce_task_depends_on, z_salesforce_task_api_task) -> z\n\nExecution Results:\n- x_incident_query: number=INC0045802\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,sys_created_on,resolved_at,caller_id\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Capture ServiceNow incident context and timeline for INC0045802 affecting BluePeak Logistics\n- x: The API call succeeded but returned no incidents (incidents: []). \n\nIf you expected results, you can:\n- Confirm or broaden the search filters / time range used (for example: last 30 days, last 90 days, or remove specific assignment group).\n- Provide specific criteria to target a search (incident number, caller name, assignment group, state such as New/In Progress/Resolved).\n- Ask me to re-run the query with different parameters (tell me which filters to change or give example filters you want applied).\n- Ask me to create a new incident \u2014 provide the short description, caller, assignment group, priority, and any details.\n\nWhich would you like me to do? If re-running, tell me the filters/time range or an example (e.g., \"search incidents from 2025-10-01 to 2025-11-07 for assignment_group = 'IT Support' and state != Resolved\").\n- y_salesforce_query_info: Identify Salesforce account 'BluePeak Logistics', its account exec(s), and fields to update (e.g., outage_status, last_incident_ref, incident_timeline). Add a note linking to ServiceNow incident INC0045802 and include timeline fields sys_created_on and resolved_at if present.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Map ServiceNow incident INC0045802 to Salesforce account(s) and determine account execs and field/note updates\n- y: None\n- z_task_subject: Notify account execs about ServiceNow outage INC0045802 affecting BluePeak Logistics\n- z_task_status: Not Started\n- z_task_priority: High\n- z_task_due_date: null\n- z_salesforce_task_depends_on: y\n- z_salesforce_task_api_task: Create tasks for identified account execs to notify them of outage INC0045802; attach ServiceNow incident notes, incident reference, and timeline; link task to BluePeak Logistics account in Salesforce\n- z: {\"id\":\"00TdM000007lLwDUAU\",\"success\":true,\"errors\":[]}\n\nUser: Add a note to Salesforce Account BluePeak Logistics summarizing the outage and set Service_Health__c = 'Degraded'.", + "response_status": "failed", + "response_text": null + } + ], + "matched_fragments": [], + "validation_status": "pipeline_error", + "validation_message": "Pipeline returned status 'failed' with empty output." + }, + { + "timestamp": "2025-11-08T10:29:04.709579+00:00", + "idx": 25, + "task": "Reconcile QuickBooks payment status against Salesforce opportunities", + "prompt": "You are the billing alignment analyst ensuring QuickBooks payment logs stay tied to Salesforce revenue forecasts.\n\nCapture the QuickBooks payment batch, opportunity stage requirements, owner routing, and fields to update clarified over turns.\n\nNote any variance thresholds if mentioned.\n\nConversation so far:\nUser: Need to reconcile yesterday's QuickBooks payments with Salesforce.\nAssistant: Plan:\n1. assign(x_report_start_date) -> x_report_start_date\n2. assign(x_report_end_date) -> x_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: 2025-11-07\n- x_report_end_date: 2025-11-07\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: fetch QuickBooks payment batch for 2025-11-07 to reconcile with Salesforce\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2025-11-07\",\n \"EndPeriod\": \"2025-11-07\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}\n- y_salesforce_query_info: Reconcile QuickBooks payment batch from invoice_sales_report (2025-11-07) with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or stage specified by revenue recognition rules), apply owner routing rules, update opportunity fields: payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: reconcile yesterday's QuickBooks payments with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds\n- y: null\nUser: Use QuickBooks payments posted on June 30 2024 for the 'Enterprise Expansion' segment.\nAssistant: Plan:\n1. assign(x_report_start_date) -> x_report_start_date\n2. assign(x_report_end_date) -> x_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: 2024-06-30\n- x_report_end_date: 2024-06-30\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: fetch QuickBooks payment batch posted on 2024-06-30 for 'Enterprise Expansion' segment to reconcile with Salesforce\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2024-06-30\",\n \"EndPeriod\": \"2024-06-30\",\n \"TotalSales\": {\n \"GrossSales\": 274.50,\n \"NetSales\": 274.50\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [\n {\n \"Customer\": \"Shara Barnett:Barnett Design\",\n \"Amount\": 274.50\n }\n ],\n \"CustomerSalesBreakdown\": {\n \"Shara Barnett:Barnett Design\": 274.50\n }\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 1,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 1\n },\n \"AverageInvoiceValue\": 274.50\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 274.50,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 274.50,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 274.50,\n \"ProfitMargin\": 100.0\n }\n}\n- y_salesforce_query_info: Reconcile QuickBooks payment batch from invoice_sales_report (2024-06-30) for the 'Enterprise Expansion' segment with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or revenue-recognition stages), apply owner routing rules, update opportunity fields payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: reconcile QuickBooks payments posted on 2024-06-30 for 'Enterprise Expansion' with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds\n- y: null\n\nUser: For each matched opportunity, set Stage to 'Closed Won', update Amount_Paid__c, and note the QuickBooks payment ID.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HG2EC0M296KK58578XBACD", + "status": "completed", + "output_text": "Plan:\n1. assign(x_report_start_date) -> x_report_start_date\n2. assign(x_report_end_date) -> x_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n10. assign(z_opportunity_info) -> z_opportunity_info\n11. assign(z_salesforce_opportunity_depends_on) -> z_salesforce_opportunity_depends_on\n12. assign(z_salesforce_opportunity_api_task) -> z_salesforce_opportunity_api_task\n13. salesforce_create_opportunity_api(z_opportunity_info, z_salesforce_opportunity_depends_on, z_salesforce_opportunity_api_task) -> z\n\nExecution Results:\n- x_report_start_date: 2024-06-30\n- x_report_end_date: 2024-06-30\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: fetch QuickBooks payment batch posted on 2024-06-30 for 'Enterprise Expansion' segment to reconcile with Salesforce\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2024-06-30\",\n \"EndPeriod\": \"2024-06-30\",\n \"TotalSales\": {\n \"GrossSales\": 274.5,\n \"NetSales\": 274.5\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [\n {\n \"Customer\": \"Shara Barnett:Barnett Design\",\n \"Amount\": 274.5\n }\n ],\n \"CustomerSalesBreakdown\": {\n \"Shara Barnett:Barnett Design\": 274.5\n }\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 1,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 1\n },\n \"AverageInvoiceValue\": 274.5\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 274.5,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 274.5,\n \"ProfitMargin\": 100.0\n }\n}\n- y_salesforce_query_info: Reconcile QuickBooks payment batch from invoice_sales_report (2024-06-30) for the 'Enterprise Expansion' segment with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or revenue-recognition stages), apply owner routing rules, update opportunity fields payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: reconcile QuickBooks payments posted on 2024-06-30 for 'Enterprise Expansion' with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds\n- y: null\n- z_opportunity_info: For each matched opportunity from the reconciliation (depends on y): set Stage to 'Closed Won', update Amount_Paid__c with the QuickBooks payment amount, and record the QuickBooks payment ID (QuickBooks_Payment_ID__c). Also update payment_received_date and mark reconciled_flag as appropriate. Use invoice number or customer for matching; apply owner routing rules captured during reconciliation. No variance thresholds provided.\n- z_salesforce_opportunity_depends_on: y\n- z_salesforce_opportunity_api_task: Update matched Salesforce opportunities: set Stage='Closed Won', set Amount_Paid__c=payment_amount, set QuickBooks_Payment_ID__c=payment_id, update payment_received_date, set reconciled_flag, and record owner routing and mapping details from reconciliation\n- z: {\n \"hasErrors\": false,\n \"createdOpportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkSUkQAN\",\n \"name\": \"Opportunity - Reconciliation Ref1\",\n \"amount\": 0,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Closed Won\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkSUlQAN\",\n \"name\": \"Opportunity - Reconciliation Ref2\",\n \"amount\": 0,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Closed Won\"\n }\n ]\n}", + "expected_fragments": [ + "QuickBooks: Retrieve payments dated June 30 2024 for Enterprise Expansion customers", + "Match payments to Salesforce opportunities by customer", + "Salesforce: Set Stage='Closed Won', update Amount_Paid__c, and store QuickBooks Payment ID" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Reconcile QuickBooks payment status against Salesforce opportunities", + "idx": 25, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-25-1762597294048", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_report_start_date" + ], + "result_variable": "x_report_start_date" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_report_end_date" + ], + "result_variable": "x_report_end_date" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_invoice_sales_report_depends_on" + ], + "result_variable": "x_invoice_sales_report_depends_on" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_invoice_sales_report_api_task" + ], + "result_variable": "x_invoice_sales_report_api_task" + }, + { + "step_number": 5, + "api_name": "invoice_sales_api", + "parameters": [ + "x_report_start_date", + "x_report_end_date", + "x_invoice_sales_report_depends_on", + "x_invoice_sales_report_api_task" + ], + "result_variable": "x" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_info" + ], + "result_variable": "y_salesforce_query_info" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_depends_on" + ], + "result_variable": "y_salesforce_query_depends_on" + }, + { + "step_number": 8, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_api_task" + ], + "result_variable": "y_salesforce_query_api_task" + }, + { + "step_number": 9, + "api_name": "salesforce_query_api", + "parameters": [ + "y_salesforce_query_info", + "y_salesforce_query_depends_on", + "y_salesforce_query_api_task" + ], + "result_variable": "y" + }, + { + "step_number": 10, + "api_name": "assign", + "parameters": [ + "z_opportunity_info" + ], + "result_variable": "z_opportunity_info" + }, + { + "step_number": 11, + "api_name": "assign", + "parameters": [ + "z_salesforce_opportunity_depends_on" + ], + "result_variable": "z_salesforce_opportunity_depends_on" + }, + { + "step_number": 12, + "api_name": "assign", + "parameters": [ + "z_salesforce_opportunity_api_task" + ], + "result_variable": "z_salesforce_opportunity_api_task" + }, + { + "step_number": 13, + "api_name": "salesforce_create_opportunity_api", + "parameters": [ + "z_opportunity_info", + "z_salesforce_opportunity_depends_on", + "z_salesforce_opportunity_api_task" + ], + "result_variable": "z" + } + ], + "plan_step_count": 13, + "variables": { + "x_report_start_date": "2024-06-30", + "x_report_end_date": "2024-06-30", + "x_invoice_sales_report_depends_on": "null", + "x_invoice_sales_report_api_task": "fetch QuickBooks payment batch posted on 2024-06-30 for 'Enterprise Expansion' segment to reconcile with Salesforce", + "x": "{\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2024-06-30\",\n \"EndPeriod\": \"2024-06-30\",\n \"TotalSales\": {\n \"GrossSales\": 274.5,\n \"NetSales\": 274.5\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [\n {\n \"Customer\": \"Shara Barnett:Barnett Design\",\n \"Amount\": 274.5\n }\n ],\n \"CustomerSalesBreakdown\": {\n \"Shara Barnett:Barnett Design\": 274.5\n }\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 1,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 1\n },\n \"AverageInvoiceValue\": 274.5\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 274.5,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 274.5,\n \"ProfitMargin\": 100.0\n }\n}", + "y_salesforce_query_info": "Reconcile QuickBooks payment batch from invoice_sales_report (2024-06-30) for the 'Enterprise Expansion' segment with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or revenue-recognition stages), apply owner routing rules, update opportunity fields payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.", + "y_salesforce_query_depends_on": "x", + "y_salesforce_query_api_task": "reconcile QuickBooks payments posted on 2024-06-30 for 'Enterprise Expansion' with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds", + "y": "null", + "z_opportunity_info": "For each matched opportunity from the reconciliation (depends on y): set Stage to 'Closed Won', update Amount_Paid__c with the QuickBooks payment amount, and record the QuickBooks payment ID (QuickBooks_Payment_ID__c). Also update payment_received_date and mark reconciled_flag as appropriate. Use invoice number or customer for matching; apply owner routing rules captured during reconciliation. No variance thresholds provided.", + "z_salesforce_opportunity_depends_on": "y", + "z_salesforce_opportunity_api_task": "Update matched Salesforce opportunities: set Stage='Closed Won', set Amount_Paid__c=payment_amount, set QuickBooks_Payment_ID__c=payment_id, update payment_received_date, set reconciled_flag, and record owner routing and mapping details from reconciliation", + "z": "{\n \"hasErrors\": false,\n \"createdOpportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkSUkQAN\",\n \"name\": \"Opportunity - Reconciliation Ref1\",\n \"amount\": 0,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Closed Won\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkSUlQAN\",\n \"name\": \"Opportunity - Reconciliation Ref2\",\n \"amount\": 0,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Closed Won\"\n }\n ]\n}" + } + }, + "variables": { + "x_report_start_date": "2024-06-30", + "x_report_end_date": "2024-06-30", + "x_invoice_sales_report_depends_on": "null", + "x_invoice_sales_report_api_task": "fetch QuickBooks payment batch posted on 2024-06-30 for 'Enterprise Expansion' segment to reconcile with Salesforce", + "x": "{\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2024-06-30\",\n \"EndPeriod\": \"2024-06-30\",\n \"TotalSales\": {\n \"GrossSales\": 274.5,\n \"NetSales\": 274.5\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [\n {\n \"Customer\": \"Shara Barnett:Barnett Design\",\n \"Amount\": 274.5\n }\n ],\n \"CustomerSalesBreakdown\": {\n \"Shara Barnett:Barnett Design\": 274.5\n }\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 1,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 1\n },\n \"AverageInvoiceValue\": 274.5\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 274.5,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 274.5,\n \"ProfitMargin\": 100.0\n }\n}", + "y_salesforce_query_info": "Reconcile QuickBooks payment batch from invoice_sales_report (2024-06-30) for the 'Enterprise Expansion' segment with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or revenue-recognition stages), apply owner routing rules, update opportunity fields payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.", + "y_salesforce_query_depends_on": "x", + "y_salesforce_query_api_task": "reconcile QuickBooks payments posted on 2024-06-30 for 'Enterprise Expansion' with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds", + "y": "null", + "z_opportunity_info": "For each matched opportunity from the reconciliation (depends on y): set Stage to 'Closed Won', update Amount_Paid__c with the QuickBooks payment amount, and record the QuickBooks payment ID (QuickBooks_Payment_ID__c). Also update payment_received_date and mark reconciled_flag as appropriate. Use invoice number or customer for matching; apply owner routing rules captured during reconciliation. No variance thresholds provided.", + "z_salesforce_opportunity_depends_on": "y", + "z_salesforce_opportunity_api_task": "Update matched Salesforce opportunities: set Stage='Closed Won', set Amount_Paid__c=payment_amount, set QuickBooks_Payment_ID__c=payment_id, update payment_received_date, set reconciled_flag, and record owner routing and mapping details from reconciliation", + "z": "{\n \"hasErrors\": false,\n \"createdOpportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkSUkQAN\",\n \"name\": \"Opportunity - Reconciliation Ref1\",\n \"amount\": 0,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Closed Won\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkSUlQAN\",\n \"name\": \"Opportunity - Reconciliation Ref2\",\n \"amount\": 0,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Closed Won\"\n }\n ]\n}" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need to reconcile yesterday's QuickBooks payments with Salesforce.", + "prompt": "You are the billing alignment analyst ensuring QuickBooks payment logs stay tied to Salesforce revenue forecasts.\n\nCapture the QuickBooks payment batch, opportunity stage requirements, owner routing, and fields to update clarified over turns.\n\nNote any variance thresholds if mentioned.\n\nUser: Need to reconcile yesterday's QuickBooks payments with Salesforce.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_report_start_date) -> x_report_start_date\n2. assign(x_report_end_date) -> x_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: 2025-11-07\n- x_report_end_date: 2025-11-07\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: fetch QuickBooks payment batch for 2025-11-07 to reconcile with Salesforce\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2025-11-07\",\n \"EndPeriod\": \"2025-11-07\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}\n- y_salesforce_query_info: Reconcile QuickBooks payment batch from invoice_sales_report (2025-11-07) with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or stage specified by revenue recognition rules), apply owner routing rules, update opportunity fields: payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: reconcile yesterday's QuickBooks payments with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds\n- y: null" + }, + { + "turn_index": 1, + "user": "Use QuickBooks payments posted on June 30 2024 for the 'Enterprise Expansion' segment.", + "prompt": "You are the billing alignment analyst ensuring QuickBooks payment logs stay tied to Salesforce revenue forecasts.\n\nCapture the QuickBooks payment batch, opportunity stage requirements, owner routing, and fields to update clarified over turns.\n\nNote any variance thresholds if mentioned.\n\nConversation so far:\nUser: Need to reconcile yesterday's QuickBooks payments with Salesforce.\nAssistant: Plan:\n1. assign(x_report_start_date) -> x_report_start_date\n2. assign(x_report_end_date) -> x_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: 2025-11-07\n- x_report_end_date: 2025-11-07\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: fetch QuickBooks payment batch for 2025-11-07 to reconcile with Salesforce\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2025-11-07\",\n \"EndPeriod\": \"2025-11-07\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}\n- y_salesforce_query_info: Reconcile QuickBooks payment batch from invoice_sales_report (2025-11-07) with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or stage specified by revenue recognition rules), apply owner routing rules, update opportunity fields: payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: reconcile yesterday's QuickBooks payments with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds\n- y: null\n\nUser: Use QuickBooks payments posted on June 30 2024 for the 'Enterprise Expansion' segment.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_report_start_date) -> x_report_start_date\n2. assign(x_report_end_date) -> x_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: 2024-06-30\n- x_report_end_date: 2024-06-30\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: fetch QuickBooks payment batch posted on 2024-06-30 for 'Enterprise Expansion' segment to reconcile with Salesforce\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2024-06-30\",\n \"EndPeriod\": \"2024-06-30\",\n \"TotalSales\": {\n \"GrossSales\": 274.50,\n \"NetSales\": 274.50\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [\n {\n \"Customer\": \"Shara Barnett:Barnett Design\",\n \"Amount\": 274.50\n }\n ],\n \"CustomerSalesBreakdown\": {\n \"Shara Barnett:Barnett Design\": 274.50\n }\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 1,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 1\n },\n \"AverageInvoiceValue\": 274.50\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 274.50,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 274.50,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 274.50,\n \"ProfitMargin\": 100.0\n }\n}\n- y_salesforce_query_info: Reconcile QuickBooks payment batch from invoice_sales_report (2024-06-30) for the 'Enterprise Expansion' segment with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or revenue-recognition stages), apply owner routing rules, update opportunity fields payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: reconcile QuickBooks payments posted on 2024-06-30 for 'Enterprise Expansion' with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds\n- y: null" + }, + { + "turn_index": 2, + "user": "For each matched opportunity, set Stage to 'Closed Won', update Amount_Paid__c, and note the QuickBooks payment ID.", + "prompt": "You are the billing alignment analyst ensuring QuickBooks payment logs stay tied to Salesforce revenue forecasts.\n\nCapture the QuickBooks payment batch, opportunity stage requirements, owner routing, and fields to update clarified over turns.\n\nNote any variance thresholds if mentioned.\n\nConversation so far:\nUser: Need to reconcile yesterday's QuickBooks payments with Salesforce.\nAssistant: Plan:\n1. assign(x_report_start_date) -> x_report_start_date\n2. assign(x_report_end_date) -> x_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: 2025-11-07\n- x_report_end_date: 2025-11-07\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: fetch QuickBooks payment batch for 2025-11-07 to reconcile with Salesforce\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2025-11-07\",\n \"EndPeriod\": \"2025-11-07\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}\n- y_salesforce_query_info: Reconcile QuickBooks payment batch from invoice_sales_report (2025-11-07) with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or stage specified by revenue recognition rules), apply owner routing rules, update opportunity fields: payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: reconcile yesterday's QuickBooks payments with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds\n- y: null\nUser: Use QuickBooks payments posted on June 30 2024 for the 'Enterprise Expansion' segment.\nAssistant: Plan:\n1. assign(x_report_start_date) -> x_report_start_date\n2. assign(x_report_end_date) -> x_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: 2024-06-30\n- x_report_end_date: 2024-06-30\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: fetch QuickBooks payment batch posted on 2024-06-30 for 'Enterprise Expansion' segment to reconcile with Salesforce\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2024-06-30\",\n \"EndPeriod\": \"2024-06-30\",\n \"TotalSales\": {\n \"GrossSales\": 274.50,\n \"NetSales\": 274.50\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [\n {\n \"Customer\": \"Shara Barnett:Barnett Design\",\n \"Amount\": 274.50\n }\n ],\n \"CustomerSalesBreakdown\": {\n \"Shara Barnett:Barnett Design\": 274.50\n }\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 1,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 1\n },\n \"AverageInvoiceValue\": 274.50\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 274.50,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 274.50,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 274.50,\n \"ProfitMargin\": 100.0\n }\n}\n- y_salesforce_query_info: Reconcile QuickBooks payment batch from invoice_sales_report (2024-06-30) for the 'Enterprise Expansion' segment with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or revenue-recognition stages), apply owner routing rules, update opportunity fields payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: reconcile QuickBooks payments posted on 2024-06-30 for 'Enterprise Expansion' with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds\n- y: null\n\nUser: For each matched opportunity, set Stage to 'Closed Won', update Amount_Paid__c, and note the QuickBooks payment ID.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_report_start_date) -> x_report_start_date\n2. assign(x_report_end_date) -> x_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n10. assign(z_opportunity_info) -> z_opportunity_info\n11. assign(z_salesforce_opportunity_depends_on) -> z_salesforce_opportunity_depends_on\n12. assign(z_salesforce_opportunity_api_task) -> z_salesforce_opportunity_api_task\n13. salesforce_create_opportunity_api(z_opportunity_info, z_salesforce_opportunity_depends_on, z_salesforce_opportunity_api_task) -> z\n\nExecution Results:\n- x_report_start_date: 2024-06-30\n- x_report_end_date: 2024-06-30\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: fetch QuickBooks payment batch posted on 2024-06-30 for 'Enterprise Expansion' segment to reconcile with Salesforce\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"2024-06-30\",\n \"EndPeriod\": \"2024-06-30\",\n \"TotalSales\": {\n \"GrossSales\": 274.5,\n \"NetSales\": 274.5\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [\n {\n \"Customer\": \"Shara Barnett:Barnett Design\",\n \"Amount\": 274.5\n }\n ],\n \"CustomerSalesBreakdown\": {\n \"Shara Barnett:Barnett Design\": 274.5\n }\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 1,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 1\n },\n \"AverageInvoiceValue\": 274.5\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 274.5,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 274.5,\n \"ProfitMargin\": 100.0\n }\n}\n- y_salesforce_query_info: Reconcile QuickBooks payment batch from invoice_sales_report (2024-06-30) for the 'Enterprise Expansion' segment with Salesforce opportunities: match by invoice number or customer, verify opportunity stage requirements (e.g., Closed Won or revenue-recognition stages), apply owner routing rules, update opportunity fields payment_received_date, payment_amount, payment_batch_id, reconciled_flag, revenue_forecast_amount. No variance thresholds provided. Capture any payment_batch_id and mapping details.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: reconcile QuickBooks payments posted on 2024-06-30 for 'Enterprise Expansion' with Salesforce opportunities and update required fields; capture payment batch, stage requirements, owner routing, fields to update, and any variance thresholds\n- y: null\n- z_opportunity_info: For each matched opportunity from the reconciliation (depends on y): set Stage to 'Closed Won', update Amount_Paid__c with the QuickBooks payment amount, and record the QuickBooks payment ID (QuickBooks_Payment_ID__c). Also update payment_received_date and mark reconciled_flag as appropriate. Use invoice number or customer for matching; apply owner routing rules captured during reconciliation. No variance thresholds provided.\n- z_salesforce_opportunity_depends_on: y\n- z_salesforce_opportunity_api_task: Update matched Salesforce opportunities: set Stage='Closed Won', set Amount_Paid__c=payment_amount, set QuickBooks_Payment_ID__c=payment_id, update payment_received_date, set reconciled_flag, and record owner routing and mapping details from reconciliation\n- z: {\n \"hasErrors\": false,\n \"createdOpportunities\": [\n {\n \"referenceId\": \"ref1\",\n \"id\": \"006dM00000GkSUkQAN\",\n \"name\": \"Opportunity - Reconciliation Ref1\",\n \"amount\": 0,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Closed Won\"\n },\n {\n \"referenceId\": \"ref2\",\n \"id\": \"006dM00000GkSUlQAN\",\n \"name\": \"Opportunity - Reconciliation Ref2\",\n \"amount\": 0,\n \"closeDate\": \"2025-11-08\",\n \"stageName\": \"Closed Won\"\n }\n ]\n}" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T10:32:07.877002+00:00", + "idx": 26, + "task": "Generate Salesforce follow-up tasks from QuickBooks reminders", + "prompt": "You are the revenue assurance planner turning QuickBooks reminder queues into Salesforce follow-up tasks.\n\nCapture the QuickBooks reminder list, due window, Salesforce queue, and fields to populate clarified through the conversation.\n\nInclude any prioritization cues if mentioned.\n\nConversation so far:\nUser: Convert QuickBooks reminders into Salesforce tasks.\nAssistant: Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n\nExecution Results:\n- x_multi_task_info: Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Capture the QuickBooks reminder list, due window for each reminder, target Salesforce queue, fields to populate (e.g., subject, due_date, priority, related_account_or_contact, reminder_source, notes), and any prioritization cues mentioned during the conversation.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Generate Salesforce tasks from QuickBooks reminders and capture reminder list, due windows, target Salesforce queue, fields to populate, and prioritization cues\n- x: {\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"ErrorSummary\": \"Salesforce composite tree request failed due to invalid field for insert/update (AccountId).\",\n \"ErrorDetails\": {\n \"hasErrors\": true,\n \"results\": [\n {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ]\n },\n \"RecommendedActions\": [\n \"Remove AccountId from the create payload if tasks should not be linked to an Account.\",\n \"Or ensure the running user's profile/permission set grants write access to AccountId (or appropriate relationship field).\",\n \"Validate field-level security and object permissions, then retry the request.\"\n ]\n}\nUser: Look at reminders scheduled between July 1 2024 and July 3 2024 for overdue retainers.\nAssistant: Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n\nExecution Results:\n- x_multi_task_info: Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Capture the QuickBooks reminder list, due window for each reminder, target Salesforce queue, fields to populate (subject, due_date, priority, related_account_or_contact, reminder_source, notes), and any prioritization cues. Filter: reminders scheduled BETWEEN 2024-07-01 AND 2024-07-03 for overdue retainers.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Generate Salesforce tasks from QuickBooks reminders and capture reminder list, due windows, target Salesforce queue, fields to populate, and prioritization cues; include only reminders scheduled between 2024-07-01 and 2024-07-03 for overdue retainers\n- x: API: salesforce_create_multiple_task_api\n\nSummary:\n- Request failed (Salesforce composite tree) with errors for referenceId \"ref1\".\n- hasErrors: true\n\nError details:\n- statusCode: INVALID_FIELD_FOR_INSERT_UPDATE\n- message: \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\"\n- affected field(s): [\"AccountId\"]\n- endpoint referenced: /services/data/v59.0/composite/tree/Task\n\nRecommended next steps:\n1. If tasks should not be linked to an Account, remove AccountId from the create payload.\n2. If tasks must be linked to an Account, ensure the running user's profile or permission set grants write access to the AccountId field (update field-level security and/or profile/permission set).\n3. After fixing payload or permissions, retry the composite/tree request and verify results for referenceId \"ref1\".\n\nIf you want, I can:\n- produce an updated payload with AccountId removed, or\n- generate a checklist of Salesforce permission changes to apply.\n\nUser: Create Salesforce tasks for the Finance Follow-up queue, DueDate next business day, and copy the QuickBooks reminder note into Comments.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HG9YWH4W4S9YR4DWVP94ZE", + "status": "completed", + "output_text": "Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n\nExecution Results:\n- x_multi_task_info: Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Filter: reminders scheduled BETWEEN 2024-07-01 AND 2024-07-03 for overdue retainers. Target Salesforce queue: 'Finance Follow-up'. Due date: set to next business day for each reminder. Fields to populate: subject, due_date (next business day), priority, related_account_or_contact, reminder_source, Comments (copy QuickBooks reminder note into Comments), notes. Include any prioritization cues if present.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Generate Salesforce tasks in the 'Finance Follow-up' queue for overdue-retainer reminders between 2024-07-01 and 2024-07-03; set DueDate to the next business day for each reminder and copy the QuickBooks reminder note into the Comments field.\n- x: {\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"ErrorSummary\": \"Composite tree request failed: INVALID_FIELD_FOR_INSERT_UPDATE for AccountId on multiple records.\",\n \"Endpoint\": \"/services/data/v59.0/composite/tree/Task\",\n \"hasErrors\": true,\n \"ErrorCount\": 3,\n \"Results\": [\n {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n },\n {\n \"referenceId\": \"ref2\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n },\n {\n \"referenceId\": \"ref3\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ],\n \"AffectedFields\": [\n \"AccountId\"\n ],\n \"RecommendedActions\": [\n \"If tasks should not be linked to an Account, remove AccountId from the create payload and retry.\",\n \"If tasks must be linked to an Account, update field-level security and/or the running user's profile or permission set to grant write access to the AccountId field, then retry.\",\n \"Verify the request payload is correctly formed for the composite/tree endpoint and re-run the request after applying the appropriate fix.\"\n ],\n \"Notes\": \"All three referenced records failed with the same INVALID_FIELD_FOR_INSERT_UPDATE error for AccountId.\"\n}", + "expected_fragments": [ + "QuickBooks: Retrieve reminders between July 1 2024 and July 3 2024 tagged overdue retainers", + "Salesforce: Create tasks assigned to Finance Follow-up queue with next business day due date", + "Salesforce: Populate Comments with QuickBooks reminder note" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Generate Salesforce follow-up tasks from QuickBooks reminders", + "idx": 26, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-26-1762597749709", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_multi_task_info" + ], + "result_variable": "x_multi_task_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_multiple_task_depends_on" + ], + "result_variable": "x_salesforce_multiple_task_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_multiple_task_api_task" + ], + "result_variable": "x_salesforce_multiple_task_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_create_multiple_task_api", + "parameters": [ + "x_multi_task_info", + "x_salesforce_multiple_task_depends_on", + "x_salesforce_multiple_task_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_multi_task_info": "Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Filter: reminders scheduled BETWEEN 2024-07-01 AND 2024-07-03 for overdue retainers. Target Salesforce queue: 'Finance Follow-up'. Due date: set to next business day for each reminder. Fields to populate: subject, due_date (next business day), priority, related_account_or_contact, reminder_source, Comments (copy QuickBooks reminder note into Comments), notes. Include any prioritization cues if present.", + "x_salesforce_multiple_task_depends_on": "null", + "x_salesforce_multiple_task_api_task": "Generate Salesforce tasks in the 'Finance Follow-up' queue for overdue-retainer reminders between 2024-07-01 and 2024-07-03; set DueDate to the next business day for each reminder and copy the QuickBooks reminder note into the Comments field.", + "x": "{\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"ErrorSummary\": \"Composite tree request failed: INVALID_FIELD_FOR_INSERT_UPDATE for AccountId on multiple records.\",\n \"Endpoint\": \"/services/data/v59.0/composite/tree/Task\",\n \"hasErrors\": true,\n \"ErrorCount\": 3,\n \"Results\": [\n {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n },\n {\n \"referenceId\": \"ref2\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n },\n {\n \"referenceId\": \"ref3\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ],\n \"AffectedFields\": [\n \"AccountId\"\n ],\n \"RecommendedActions\": [\n \"If tasks should not be linked to an Account, remove AccountId from the create payload and retry.\",\n \"If tasks must be linked to an Account, update field-level security and/or the running user's profile or permission set to grant write access to the AccountId field, then retry.\",\n \"Verify the request payload is correctly formed for the composite/tree endpoint and re-run the request after applying the appropriate fix.\"\n ],\n \"Notes\": \"All three referenced records failed with the same INVALID_FIELD_FOR_INSERT_UPDATE error for AccountId.\"\n}" + } + }, + "variables": { + "x_multi_task_info": "Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Filter: reminders scheduled BETWEEN 2024-07-01 AND 2024-07-03 for overdue retainers. Target Salesforce queue: 'Finance Follow-up'. Due date: set to next business day for each reminder. Fields to populate: subject, due_date (next business day), priority, related_account_or_contact, reminder_source, Comments (copy QuickBooks reminder note into Comments), notes. Include any prioritization cues if present.", + "x_salesforce_multiple_task_depends_on": "null", + "x_salesforce_multiple_task_api_task": "Generate Salesforce tasks in the 'Finance Follow-up' queue for overdue-retainer reminders between 2024-07-01 and 2024-07-03; set DueDate to the next business day for each reminder and copy the QuickBooks reminder note into the Comments field.", + "x": "{\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"ErrorSummary\": \"Composite tree request failed: INVALID_FIELD_FOR_INSERT_UPDATE for AccountId on multiple records.\",\n \"Endpoint\": \"/services/data/v59.0/composite/tree/Task\",\n \"hasErrors\": true,\n \"ErrorCount\": 3,\n \"Results\": [\n {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n },\n {\n \"referenceId\": \"ref2\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n },\n {\n \"referenceId\": \"ref3\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ],\n \"AffectedFields\": [\n \"AccountId\"\n ],\n \"RecommendedActions\": [\n \"If tasks should not be linked to an Account, remove AccountId from the create payload and retry.\",\n \"If tasks must be linked to an Account, update field-level security and/or the running user's profile or permission set to grant write access to the AccountId field, then retry.\",\n \"Verify the request payload is correctly formed for the composite/tree endpoint and re-run the request after applying the appropriate fix.\"\n ],\n \"Notes\": \"All three referenced records failed with the same INVALID_FIELD_FOR_INSERT_UPDATE error for AccountId.\"\n}" + }, + "turns": [ + { + "turn_index": 0, + "user": "Convert QuickBooks reminders into Salesforce tasks.", + "prompt": "You are the revenue assurance planner turning QuickBooks reminder queues into Salesforce follow-up tasks.\n\nCapture the QuickBooks reminder list, due window, Salesforce queue, and fields to populate clarified through the conversation.\n\nInclude any prioritization cues if mentioned.\n\nUser: Convert QuickBooks reminders into Salesforce tasks.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n\nExecution Results:\n- x_multi_task_info: Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Capture the QuickBooks reminder list, due window for each reminder, target Salesforce queue, fields to populate (e.g., subject, due_date, priority, related_account_or_contact, reminder_source, notes), and any prioritization cues mentioned during the conversation.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Generate Salesforce tasks from QuickBooks reminders and capture reminder list, due windows, target Salesforce queue, fields to populate, and prioritization cues\n- x: {\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"ErrorSummary\": \"Salesforce composite tree request failed due to invalid field for insert/update (AccountId).\",\n \"ErrorDetails\": {\n \"hasErrors\": true,\n \"results\": [\n {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ]\n },\n \"RecommendedActions\": [\n \"Remove AccountId from the create payload if tasks should not be linked to an Account.\",\n \"Or ensure the running user's profile/permission set grants write access to AccountId (or appropriate relationship field).\",\n \"Validate field-level security and object permissions, then retry the request.\"\n ]\n}" + }, + { + "turn_index": 1, + "user": "Look at reminders scheduled between July 1 2024 and July 3 2024 for overdue retainers.", + "prompt": "You are the revenue assurance planner turning QuickBooks reminder queues into Salesforce follow-up tasks.\n\nCapture the QuickBooks reminder list, due window, Salesforce queue, and fields to populate clarified through the conversation.\n\nInclude any prioritization cues if mentioned.\n\nConversation so far:\nUser: Convert QuickBooks reminders into Salesforce tasks.\nAssistant: Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n\nExecution Results:\n- x_multi_task_info: Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Capture the QuickBooks reminder list, due window for each reminder, target Salesforce queue, fields to populate (e.g., subject, due_date, priority, related_account_or_contact, reminder_source, notes), and any prioritization cues mentioned during the conversation.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Generate Salesforce tasks from QuickBooks reminders and capture reminder list, due windows, target Salesforce queue, fields to populate, and prioritization cues\n- x: {\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"ErrorSummary\": \"Salesforce composite tree request failed due to invalid field for insert/update (AccountId).\",\n \"ErrorDetails\": {\n \"hasErrors\": true,\n \"results\": [\n {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ]\n },\n \"RecommendedActions\": [\n \"Remove AccountId from the create payload if tasks should not be linked to an Account.\",\n \"Or ensure the running user's profile/permission set grants write access to AccountId (or appropriate relationship field).\",\n \"Validate field-level security and object permissions, then retry the request.\"\n ]\n}\n\nUser: Look at reminders scheduled between July 1 2024 and July 3 2024 for overdue retainers.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n\nExecution Results:\n- x_multi_task_info: Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Capture the QuickBooks reminder list, due window for each reminder, target Salesforce queue, fields to populate (subject, due_date, priority, related_account_or_contact, reminder_source, notes), and any prioritization cues. Filter: reminders scheduled BETWEEN 2024-07-01 AND 2024-07-03 for overdue retainers.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Generate Salesforce tasks from QuickBooks reminders and capture reminder list, due windows, target Salesforce queue, fields to populate, and prioritization cues; include only reminders scheduled between 2024-07-01 and 2024-07-03 for overdue retainers\n- x: API: salesforce_create_multiple_task_api\n\nSummary:\n- Request failed (Salesforce composite tree) with errors for referenceId \"ref1\".\n- hasErrors: true\n\nError details:\n- statusCode: INVALID_FIELD_FOR_INSERT_UPDATE\n- message: \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\"\n- affected field(s): [\"AccountId\"]\n- endpoint referenced: /services/data/v59.0/composite/tree/Task\n\nRecommended next steps:\n1. If tasks should not be linked to an Account, remove AccountId from the create payload.\n2. If tasks must be linked to an Account, ensure the running user's profile or permission set grants write access to the AccountId field (update field-level security and/or profile/permission set).\n3. After fixing payload or permissions, retry the composite/tree request and verify results for referenceId \"ref1\".\n\nIf you want, I can:\n- produce an updated payload with AccountId removed, or\n- generate a checklist of Salesforce permission changes to apply." + }, + { + "turn_index": 2, + "user": "Create Salesforce tasks for the Finance Follow-up queue, DueDate next business day, and copy the QuickBooks reminder note into Comments.", + "prompt": "You are the revenue assurance planner turning QuickBooks reminder queues into Salesforce follow-up tasks.\n\nCapture the QuickBooks reminder list, due window, Salesforce queue, and fields to populate clarified through the conversation.\n\nInclude any prioritization cues if mentioned.\n\nConversation so far:\nUser: Convert QuickBooks reminders into Salesforce tasks.\nAssistant: Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n\nExecution Results:\n- x_multi_task_info: Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Capture the QuickBooks reminder list, due window for each reminder, target Salesforce queue, fields to populate (e.g., subject, due_date, priority, related_account_or_contact, reminder_source, notes), and any prioritization cues mentioned during the conversation.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Generate Salesforce tasks from QuickBooks reminders and capture reminder list, due windows, target Salesforce queue, fields to populate, and prioritization cues\n- x: {\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"ErrorSummary\": \"Salesforce composite tree request failed due to invalid field for insert/update (AccountId).\",\n \"ErrorDetails\": {\n \"hasErrors\": true,\n \"results\": [\n {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ]\n },\n \"RecommendedActions\": [\n \"Remove AccountId from the create payload if tasks should not be linked to an Account.\",\n \"Or ensure the running user's profile/permission set grants write access to AccountId (or appropriate relationship field).\",\n \"Validate field-level security and object permissions, then retry the request.\"\n ]\n}\nUser: Look at reminders scheduled between July 1 2024 and July 3 2024 for overdue retainers.\nAssistant: Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n\nExecution Results:\n- x_multi_task_info: Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Capture the QuickBooks reminder list, due window for each reminder, target Salesforce queue, fields to populate (subject, due_date, priority, related_account_or_contact, reminder_source, notes), and any prioritization cues. Filter: reminders scheduled BETWEEN 2024-07-01 AND 2024-07-03 for overdue retainers.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Generate Salesforce tasks from QuickBooks reminders and capture reminder list, due windows, target Salesforce queue, fields to populate, and prioritization cues; include only reminders scheduled between 2024-07-01 and 2024-07-03 for overdue retainers\n- x: API: salesforce_create_multiple_task_api\n\nSummary:\n- Request failed (Salesforce composite tree) with errors for referenceId \"ref1\".\n- hasErrors: true\n\nError details:\n- statusCode: INVALID_FIELD_FOR_INSERT_UPDATE\n- message: \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\"\n- affected field(s): [\"AccountId\"]\n- endpoint referenced: /services/data/v59.0/composite/tree/Task\n\nRecommended next steps:\n1. If tasks should not be linked to an Account, remove AccountId from the create payload.\n2. If tasks must be linked to an Account, ensure the running user's profile or permission set grants write access to the AccountId field (update field-level security and/or profile/permission set).\n3. After fixing payload or permissions, retry the composite/tree request and verify results for referenceId \"ref1\".\n\nIf you want, I can:\n- produce an updated payload with AccountId removed, or\n- generate a checklist of Salesforce permission changes to apply.\n\nUser: Create Salesforce tasks for the Finance Follow-up queue, DueDate next business day, and copy the QuickBooks reminder note into Comments.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n\nExecution Results:\n- x_multi_task_info: Convert QuickBooks reminder queue entries into Salesforce follow-up tasks. Filter: reminders scheduled BETWEEN 2024-07-01 AND 2024-07-03 for overdue retainers. Target Salesforce queue: 'Finance Follow-up'. Due date: set to next business day for each reminder. Fields to populate: subject, due_date (next business day), priority, related_account_or_contact, reminder_source, Comments (copy QuickBooks reminder note into Comments), notes. Include any prioritization cues if present.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Generate Salesforce tasks in the 'Finance Follow-up' queue for overdue-retainer reminders between 2024-07-01 and 2024-07-03; set DueDate to the next business day for each reminder and copy the QuickBooks reminder note into the Comments field.\n- x: {\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"ErrorSummary\": \"Composite tree request failed: INVALID_FIELD_FOR_INSERT_UPDATE for AccountId on multiple records.\",\n \"Endpoint\": \"/services/data/v59.0/composite/tree/Task\",\n \"hasErrors\": true,\n \"ErrorCount\": 3,\n \"Results\": [\n {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n },\n {\n \"referenceId\": \"ref2\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n },\n {\n \"referenceId\": \"ref3\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"message\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n ],\n \"AffectedFields\": [\n \"AccountId\"\n ],\n \"RecommendedActions\": [\n \"If tasks should not be linked to an Account, remove AccountId from the create payload and retry.\",\n \"If tasks must be linked to an Account, update field-level security and/or the running user's profile or permission set to grant write access to the AccountId field, then retry.\",\n \"Verify the request payload is correctly formed for the composite/tree endpoint and re-run the request after applying the appropriate fix.\"\n ],\n \"Notes\": \"All three referenced records failed with the same INVALID_FIELD_FOR_INSERT_UPDATE error for AccountId.\"\n}" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T10:42:21.573181+00:00", + "idx": 27, + "task": "Align QuickBooks revenue schedules with Salesforce assets", + "prompt": "You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nConversation so far:\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\nAssistant: Plan:\n1. get_info_api(x_report_start_date) -> type_report_start_date\n2. get_info_api(x_report_end_date) -> type_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\n- x_report_end_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: capture QuickBooks revenue schedules (window, customer tier, term details) for mapping to Salesforce assets; note any proration rules if present\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n },\n \"Error\": {\n \"Type\": \"SystemFault\",\n \"Code\": \"10000\",\n \"Message\": \"An application error has occurred while processing your request\",\n \"Detail\": \"System Failure Error: java.lang.IllegalArgumentException: Invalid format: \\\"You are the revenue continuity i...\\\"\",\n \"Time\": \"2025-11-08T02:33:06.355-08:00\"\n }\n}\n- y_salesforce_query_info: Reflect QuickBooks revenue schedules on Salesforce assets by mapping revenue schedule window, customer tier, Salesforce asset linkage, and term updates; capture proration rules if present\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: update Salesforce assets based on QuickBooks revenue schedules, applying term updates and proration rules where applicable\n- y: {\n \"Opportunities\": [\n {\n \"Id\": \"006dM000007W3V0QAK\",\n \"Name\": \"Business Expansion Loan\",\n \"Amount\": 1500000.0,\n \"CloseDate\": \"2025-12-31\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W3V0QAK\"\n },\n {\n \"Id\": \"006dM00000GkSUkQAN\",\n \"Name\": \"Opportunity - Reconciliation Ref1\",\n \"Amount\": 0.0,\n \"CloseDate\": \"2025-11-08\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM00000GkSUkQAN\"\n },\n {\n \"Id\": \"006dM00000GkSUlQAN\",\n \"Name\": \"Opportunity - Reconciliation Ref2\",\n \"Amount\": 0.0,\n \"CloseDate\": \"2025-11-08\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM00000GkSUlQAN\"\n },\n {\n \"Id\": \"006dM000007W6B7QAK\",\n \"Name\": \"Regional Office Setup\",\n \"Amount\": 600000.0,\n \"CloseDate\": \"2025-09-15\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W6B7QAK\"\n },\n {\n \"Id\": \"006dM000008GGigQAG\",\n \"Name\": \"Global Expansion Initiative\",\n \"Amount\": 120000.0,\n \"CloseDate\": \"2025-07-20\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008GGigQAG\"\n },\n {\n \"Id\": \"006dM000008OVfaQAG\",\n \"Name\": \"Digital Marketing Retainer\",\n \"Amount\": 75000.0,\n \"CloseDate\": \"2025-07-01\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008OVfaQAG\"\n },\n {\n \"Id\": \"006dM000008GrWqQAK\",\n \"Name\": \"Retail Cloud Integration\",\n \"Amount\": 400000.0,\n \"CloseDate\": \"2025-06-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008GrWqQAK\"\n },\n {\n \"Id\": \"006dM000007W2cAQAS\",\n \"Name\": \"Market Expansion Deal\",\n \"Amount\": 850000.0,\n \"CloseDate\": \"2025-06-20\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W2cAQAS\"\n },\n {\n \"Id\": \"006dM0000095gZJQAY\",\n \"Name\": \"Amy's Bird Sanctuary\",\n \"Amount\": 1101620.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZJQAY\"\n },\n {\n \"Id\": \"006dM000007W5yDQAS\",\n \"Name\": \"Product Launch Campaign\",\n \"Amount\": 75000.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W5yDQAS\"\n },\n {\n \"Id\": \"006dM0000095gZMQAY\",\n \"Name\": \"Diego Rodriguez\",\n \"Amount\": 1300.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZMQAY\"\n },\n {\n \"Id\": \"006dM0000095gZLQAY\",\n \"Name\": \"Cool Cars\",\n \"Amount\": 32700.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZLQAY\"\n },\n {\n \"Id\": \"006dM0000095gZKQAY\",\n \"Name\": \"Bill's Windsurf Shop\",\n \"Amount\": 22350.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZKQAY\"\n },\n {\n \"Id\": \"006dM000008PQ17QAG\",\n \"Name\": \"CustomerSales - Amy's Bird Sanctuary\",\n \"Amount\": 1062500.0,\n \"CloseDate\": \"2025-01-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008PQ17QAG\"\n },\n {\n \"Id\": \"006dM000008PQ18QAG\",\n \"Name\": \"CustomerSales - Bill's Windsurf Shop\",\n \"Amount\": 260.0,\n \"CloseDate\": \"2025-01-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008PQ18QAG\"\n },\n {\n \"Id\": \"006dM000008O8UUQA0\",\n \"Name\": \"Legal & Professional Fees\",\n \"Amount\": 1170.0,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O8UUQA0\"\n },\n {\n \"Id\": \"006dM000008O8UTQA0\",\n \"Name\": \"Total Expenses\",\n \"Amount\": 5237.31,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O8UTQA0\"\n },\n {\n \"Id\": \"006dM000008O9yRQAS\",\n \"Name\": \"Legal & Professional Fees\",\n \"Amount\": 1170.0,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O9yRQAS\"\n },\n {\n \"Id\": \"006dM000008O9yQQAS\",\n \"Name\": \"Total Expenses\",\n \"Amount\": 5237.31,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O9yQQAS\"\n },\n {\n \"Id\": \"006dM000008LbMXQA0\",\n \"Name\": \"CustomerSales\",\n \"Amount\": 1062500.0,\n \"CloseDate\": \"2025-01-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008LbMXQA0\"\n },\n {\n \"Id\": \"006dM000008LbMYQA0\",\n \"Name\": \"CustomerSales\",\n \"Amount\": 600.0,\n \"CloseDate\": \"2025-01-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008LbMYQA0\"\n },\n {\n \"Id\": \"006dM000008HYFBQA4\",\n \"Name\": \"Sales to Amy's Bird Sanctuary\",\n \"Amount\": 1061500.0,\n \"CloseDate\": \"2025-01-22\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008HYFBQA4\"\n },\n {\n \"Id\": \"006dM000008HYFCQA4\",\n \"Name\": \"Sales to Bill's Windsurf Shop\",\n \"Amount\": 260.0,\n \"CloseDate\": \"2025-01-22\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008HYFCQA4\"\n }\n ],\n \"Summary\": {\n \"TotalRecords\": 23,\n \"TotalPipelineAmount\": 7978404.62,\n \"ZeroAmountOpportunities\": 2,\n \"DuplicateNames\": {\n \"Legal & Professional Fees\": 2,\n \"Total Expenses\": 2,\n \"CustomerSales\": 2\n },\n \"TopOpportunitiesByAmount\": [\n {\n \"Name\": \"Business Expansion Loan\",\n \"Amount\": 1500000.0,\n \"Id\": \"006dM000007W3V0QAK\"\n },\n {\n \"Name\": \"Amy's Bird Sanctuary\",\n \"Amount\": 1101620.0,\n \"Id\": \"006dM0000095gZJQAY\"\n },\n {\n \"Name\": \"CustomerSales - Amy's Bird Sanctuary\",\n \"Amount\": 1062500.0,\n \"Id\": \"006dM000008PQ17QAG\"\n },\n {\n \"Name\": \"CustomerSales\",\n \"Amount\": 1062500.0,\n \"Id\": \"006dM000008LbMXQA0\"\n },\n {\n \"Name\": \"Sales to Amy's Bird Sanctuary\",\n \"Amount\": 1061500.0,\n \"Id\": \"006dM000008HYFBQA4\"\n }\n ]\n }\n}\nUser: Focus on schedules starting August 2024 for Tier 1 customers in QuickBooks.\nAssistant: Plan:\n1. get_info_api(x_report_end_date) -> type_report_end_date\n2. assign(x_report_start_date) -> x_report_start_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_end_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n- x_report_start_date: 2024-08-01\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: capture QuickBooks revenue schedules starting 2024-08-01 for Tier 1 customers; capture schedule window, term details, Salesforce asset linkage, and any proration rules for mapping to Salesforce assets\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}\n- y_salesforce_query_info: Reflect QuickBooks revenue schedules starting 2024-08-01 for Tier 1 customers on Salesforce assets by mapping schedule window, customer tier, Salesforce asset linkage, term updates, and proration rules\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: update Salesforce assets based on QuickBooks revenue schedules starting Aug 2024 for Tier 1 customers, applying term updates and proration rules where applicable\n- y: None\n\nUser: Update Salesforce Asset records with the schedule start/end dates and store the QuickBooks schedule ID.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HGR89FTXH8T89MPQ42RZ76", + "status": "completed", + "output_text": "Plan:\n1. get_info_api(x_report_end_date) -> type_report_end_date\n2. assign(x_report_start_date) -> x_report_start_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_end_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n- x_report_start_date: 2024-08-01\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: capture QuickBooks revenue schedules starting 2024-08-01 for Tier 1 customers; capture schedule window, term details, Salesforce asset linkage, and any proration rules for mapping to Salesforce assets\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}\n- y_salesforce_query_info: Update Salesforce Asset records with schedule start and end dates and store the QuickBooks schedule ID for Tier 1 customers; map revenue schedule window, term updates, and proration rules where applicable\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: update Salesforce Asset records with schedule start/end dates and store QuickBooks schedule ID; apply term updates and proration rules as applicable\n- y: None", + "expected_fragments": [ + "QuickBooks: Fetch revenue schedules starting August 2024 for Tier 1 customers", + "Map schedule term dates to Salesforce asset fields", + "Salesforce: Update Asset records with QuickBooks Schedule ID" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Align QuickBooks revenue schedules with Salesforce assets", + "idx": 27, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-27-1762597932877", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "get_info_api", + "parameters": [ + "x_report_end_date" + ], + "result_variable": "type_report_end_date" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_report_start_date" + ], + "result_variable": "x_report_start_date" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_invoice_sales_report_depends_on" + ], + "result_variable": "x_invoice_sales_report_depends_on" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_invoice_sales_report_api_task" + ], + "result_variable": "x_invoice_sales_report_api_task" + }, + { + "step_number": 5, + "api_name": "invoice_sales_api", + "parameters": [ + "x_report_start_date", + "x_report_end_date", + "x_invoice_sales_report_depends_on", + "x_invoice_sales_report_api_task" + ], + "result_variable": "x" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_info" + ], + "result_variable": "y_salesforce_query_info" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_depends_on" + ], + "result_variable": "y_salesforce_query_depends_on" + }, + { + "step_number": 8, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_api_task" + ], + "result_variable": "y_salesforce_query_api_task" + }, + { + "step_number": 9, + "api_name": "salesforce_query_api", + "parameters": [ + "y_salesforce_query_info", + "y_salesforce_query_depends_on", + "y_salesforce_query_api_task" + ], + "result_variable": "y" + } + ], + "plan_step_count": 9, + "variables": { + "x_report_end_date": "You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.", + "x_report_start_date": "2024-08-01", + "x_invoice_sales_report_depends_on": "null", + "x_invoice_sales_report_api_task": "capture QuickBooks revenue schedules starting 2024-08-01 for Tier 1 customers; capture schedule window, term details, Salesforce asset linkage, and any proration rules for mapping to Salesforce assets", + "x": "{\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}", + "y_salesforce_query_info": "Update Salesforce Asset records with schedule start and end dates and store the QuickBooks schedule ID for Tier 1 customers; map revenue schedule window, term updates, and proration rules where applicable", + "y_salesforce_query_depends_on": "x", + "y_salesforce_query_api_task": "update Salesforce Asset records with schedule start/end dates and store QuickBooks schedule ID; apply term updates and proration rules as applicable", + "y": "None" + } + }, + "variables": { + "x_report_end_date": "You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.", + "x_report_start_date": "2024-08-01", + "x_invoice_sales_report_depends_on": "null", + "x_invoice_sales_report_api_task": "capture QuickBooks revenue schedules starting 2024-08-01 for Tier 1 customers; capture schedule window, term details, Salesforce asset linkage, and any proration rules for mapping to Salesforce assets", + "x": "{\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}", + "y_salesforce_query_info": "Update Salesforce Asset records with schedule start and end dates and store the QuickBooks schedule ID for Tier 1 customers; map revenue schedule window, term updates, and proration rules where applicable", + "y_salesforce_query_depends_on": "x", + "y_salesforce_query_api_task": "update Salesforce Asset records with schedule start/end dates and store QuickBooks schedule ID; apply term updates and proration rules as applicable", + "y": "None" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need QuickBooks revenue schedules reflected on Salesforce assets.", + "prompt": "You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.", + "response_status": "completed", + "response_text": "Plan:\n1. get_info_api(x_report_start_date) -> type_report_start_date\n2. get_info_api(x_report_end_date) -> type_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\n- x_report_end_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: capture QuickBooks revenue schedules (window, customer tier, term details) for mapping to Salesforce assets; note any proration rules if present\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n },\n \"Error\": {\n \"Type\": \"SystemFault\",\n \"Code\": \"10000\",\n \"Message\": \"An application error has occurred while processing your request\",\n \"Detail\": \"System Failure Error: java.lang.IllegalArgumentException: Invalid format: \\\"You are the revenue continuity i...\\\"\",\n \"Time\": \"2025-11-08T02:33:06.355-08:00\"\n }\n}\n- y_salesforce_query_info: Reflect QuickBooks revenue schedules on Salesforce assets by mapping revenue schedule window, customer tier, Salesforce asset linkage, and term updates; capture proration rules if present\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: update Salesforce assets based on QuickBooks revenue schedules, applying term updates and proration rules where applicable\n- y: {\n \"Opportunities\": [\n {\n \"Id\": \"006dM000007W3V0QAK\",\n \"Name\": \"Business Expansion Loan\",\n \"Amount\": 1500000.0,\n \"CloseDate\": \"2025-12-31\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W3V0QAK\"\n },\n {\n \"Id\": \"006dM00000GkSUkQAN\",\n \"Name\": \"Opportunity - Reconciliation Ref1\",\n \"Amount\": 0.0,\n \"CloseDate\": \"2025-11-08\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM00000GkSUkQAN\"\n },\n {\n \"Id\": \"006dM00000GkSUlQAN\",\n \"Name\": \"Opportunity - Reconciliation Ref2\",\n \"Amount\": 0.0,\n \"CloseDate\": \"2025-11-08\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM00000GkSUlQAN\"\n },\n {\n \"Id\": \"006dM000007W6B7QAK\",\n \"Name\": \"Regional Office Setup\",\n \"Amount\": 600000.0,\n \"CloseDate\": \"2025-09-15\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W6B7QAK\"\n },\n {\n \"Id\": \"006dM000008GGigQAG\",\n \"Name\": \"Global Expansion Initiative\",\n \"Amount\": 120000.0,\n \"CloseDate\": \"2025-07-20\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008GGigQAG\"\n },\n {\n \"Id\": \"006dM000008OVfaQAG\",\n \"Name\": \"Digital Marketing Retainer\",\n \"Amount\": 75000.0,\n \"CloseDate\": \"2025-07-01\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008OVfaQAG\"\n },\n {\n \"Id\": \"006dM000008GrWqQAK\",\n \"Name\": \"Retail Cloud Integration\",\n \"Amount\": 400000.0,\n \"CloseDate\": \"2025-06-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008GrWqQAK\"\n },\n {\n \"Id\": \"006dM000007W2cAQAS\",\n \"Name\": \"Market Expansion Deal\",\n \"Amount\": 850000.0,\n \"CloseDate\": \"2025-06-20\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W2cAQAS\"\n },\n {\n \"Id\": \"006dM0000095gZJQAY\",\n \"Name\": \"Amy's Bird Sanctuary\",\n \"Amount\": 1101620.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZJQAY\"\n },\n {\n \"Id\": \"006dM000007W5yDQAS\",\n \"Name\": \"Product Launch Campaign\",\n \"Amount\": 75000.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W5yDQAS\"\n },\n {\n \"Id\": \"006dM0000095gZMQAY\",\n \"Name\": \"Diego Rodriguez\",\n \"Amount\": 1300.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZMQAY\"\n },\n {\n \"Id\": \"006dM0000095gZLQAY\",\n \"Name\": \"Cool Cars\",\n \"Amount\": 32700.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZLQAY\"\n },\n {\n \"Id\": \"006dM0000095gZKQAY\",\n \"Name\": \"Bill's Windsurf Shop\",\n \"Amount\": 22350.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZKQAY\"\n },\n {\n \"Id\": \"006dM000008PQ17QAG\",\n \"Name\": \"CustomerSales - Amy's Bird Sanctuary\",\n \"Amount\": 1062500.0,\n \"CloseDate\": \"2025-01-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008PQ17QAG\"\n },\n {\n \"Id\": \"006dM000008PQ18QAG\",\n \"Name\": \"CustomerSales - Bill's Windsurf Shop\",\n \"Amount\": 260.0,\n \"CloseDate\": \"2025-01-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008PQ18QAG\"\n },\n {\n \"Id\": \"006dM000008O8UUQA0\",\n \"Name\": \"Legal & Professional Fees\",\n \"Amount\": 1170.0,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O8UUQA0\"\n },\n {\n \"Id\": \"006dM000008O8UTQA0\",\n \"Name\": \"Total Expenses\",\n \"Amount\": 5237.31,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O8UTQA0\"\n },\n {\n \"Id\": \"006dM000008O9yRQAS\",\n \"Name\": \"Legal & Professional Fees\",\n \"Amount\": 1170.0,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O9yRQAS\"\n },\n {\n \"Id\": \"006dM000008O9yQQAS\",\n \"Name\": \"Total Expenses\",\n \"Amount\": 5237.31,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O9yQQAS\"\n },\n {\n \"Id\": \"006dM000008LbMXQA0\",\n \"Name\": \"CustomerSales\",\n \"Amount\": 1062500.0,\n \"CloseDate\": \"2025-01-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008LbMXQA0\"\n },\n {\n \"Id\": \"006dM000008LbMYQA0\",\n \"Name\": \"CustomerSales\",\n \"Amount\": 600.0,\n \"CloseDate\": \"2025-01-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008LbMYQA0\"\n },\n {\n \"Id\": \"006dM000008HYFBQA4\",\n \"Name\": \"Sales to Amy's Bird Sanctuary\",\n \"Amount\": 1061500.0,\n \"CloseDate\": \"2025-01-22\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008HYFBQA4\"\n },\n {\n \"Id\": \"006dM000008HYFCQA4\",\n \"Name\": \"Sales to Bill's Windsurf Shop\",\n \"Amount\": 260.0,\n \"CloseDate\": \"2025-01-22\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008HYFCQA4\"\n }\n ],\n \"Summary\": {\n \"TotalRecords\": 23,\n \"TotalPipelineAmount\": 7978404.62,\n \"ZeroAmountOpportunities\": 2,\n \"DuplicateNames\": {\n \"Legal & Professional Fees\": 2,\n \"Total Expenses\": 2,\n \"CustomerSales\": 2\n },\n \"TopOpportunitiesByAmount\": [\n {\n \"Name\": \"Business Expansion Loan\",\n \"Amount\": 1500000.0,\n \"Id\": \"006dM000007W3V0QAK\"\n },\n {\n \"Name\": \"Amy's Bird Sanctuary\",\n \"Amount\": 1101620.0,\n \"Id\": \"006dM0000095gZJQAY\"\n },\n {\n \"Name\": \"CustomerSales - Amy's Bird Sanctuary\",\n \"Amount\": 1062500.0,\n \"Id\": \"006dM000008PQ17QAG\"\n },\n {\n \"Name\": \"CustomerSales\",\n \"Amount\": 1062500.0,\n \"Id\": \"006dM000008LbMXQA0\"\n },\n {\n \"Name\": \"Sales to Amy's Bird Sanctuary\",\n \"Amount\": 1061500.0,\n \"Id\": \"006dM000008HYFBQA4\"\n }\n ]\n }\n}" + }, + { + "turn_index": 1, + "user": "Focus on schedules starting August 2024 for Tier 1 customers in QuickBooks.", + "prompt": "You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nConversation so far:\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\nAssistant: Plan:\n1. get_info_api(x_report_start_date) -> type_report_start_date\n2. get_info_api(x_report_end_date) -> type_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\n- x_report_end_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: capture QuickBooks revenue schedules (window, customer tier, term details) for mapping to Salesforce assets; note any proration rules if present\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n },\n \"Error\": {\n \"Type\": \"SystemFault\",\n \"Code\": \"10000\",\n \"Message\": \"An application error has occurred while processing your request\",\n \"Detail\": \"System Failure Error: java.lang.IllegalArgumentException: Invalid format: \\\"You are the revenue continuity i...\\\"\",\n \"Time\": \"2025-11-08T02:33:06.355-08:00\"\n }\n}\n- y_salesforce_query_info: Reflect QuickBooks revenue schedules on Salesforce assets by mapping revenue schedule window, customer tier, Salesforce asset linkage, and term updates; capture proration rules if present\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: update Salesforce assets based on QuickBooks revenue schedules, applying term updates and proration rules where applicable\n- y: {\n \"Opportunities\": [\n {\n \"Id\": \"006dM000007W3V0QAK\",\n \"Name\": \"Business Expansion Loan\",\n \"Amount\": 1500000.0,\n \"CloseDate\": \"2025-12-31\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W3V0QAK\"\n },\n {\n \"Id\": \"006dM00000GkSUkQAN\",\n \"Name\": \"Opportunity - Reconciliation Ref1\",\n \"Amount\": 0.0,\n \"CloseDate\": \"2025-11-08\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM00000GkSUkQAN\"\n },\n {\n \"Id\": \"006dM00000GkSUlQAN\",\n \"Name\": \"Opportunity - Reconciliation Ref2\",\n \"Amount\": 0.0,\n \"CloseDate\": \"2025-11-08\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM00000GkSUlQAN\"\n },\n {\n \"Id\": \"006dM000007W6B7QAK\",\n \"Name\": \"Regional Office Setup\",\n \"Amount\": 600000.0,\n \"CloseDate\": \"2025-09-15\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W6B7QAK\"\n },\n {\n \"Id\": \"006dM000008GGigQAG\",\n \"Name\": \"Global Expansion Initiative\",\n \"Amount\": 120000.0,\n \"CloseDate\": \"2025-07-20\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008GGigQAG\"\n },\n {\n \"Id\": \"006dM000008OVfaQAG\",\n \"Name\": \"Digital Marketing Retainer\",\n \"Amount\": 75000.0,\n \"CloseDate\": \"2025-07-01\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008OVfaQAG\"\n },\n {\n \"Id\": \"006dM000008GrWqQAK\",\n \"Name\": \"Retail Cloud Integration\",\n \"Amount\": 400000.0,\n \"CloseDate\": \"2025-06-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008GrWqQAK\"\n },\n {\n \"Id\": \"006dM000007W2cAQAS\",\n \"Name\": \"Market Expansion Deal\",\n \"Amount\": 850000.0,\n \"CloseDate\": \"2025-06-20\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W2cAQAS\"\n },\n {\n \"Id\": \"006dM0000095gZJQAY\",\n \"Name\": \"Amy's Bird Sanctuary\",\n \"Amount\": 1101620.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZJQAY\"\n },\n {\n \"Id\": \"006dM000007W5yDQAS\",\n \"Name\": \"Product Launch Campaign\",\n \"Amount\": 75000.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W5yDQAS\"\n },\n {\n \"Id\": \"006dM0000095gZMQAY\",\n \"Name\": \"Diego Rodriguez\",\n \"Amount\": 1300.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZMQAY\"\n },\n {\n \"Id\": \"006dM0000095gZLQAY\",\n \"Name\": \"Cool Cars\",\n \"Amount\": 32700.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZLQAY\"\n },\n {\n \"Id\": \"006dM0000095gZKQAY\",\n \"Name\": \"Bill's Windsurf Shop\",\n \"Amount\": 22350.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZKQAY\"\n },\n {\n \"Id\": \"006dM000008PQ17QAG\",\n \"Name\": \"CustomerSales - Amy's Bird Sanctuary\",\n \"Amount\": 1062500.0,\n \"CloseDate\": \"2025-01-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008PQ17QAG\"\n },\n {\n \"Id\": \"006dM000008PQ18QAG\",\n \"Name\": \"CustomerSales - Bill's Windsurf Shop\",\n \"Amount\": 260.0,\n \"CloseDate\": \"2025-01-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008PQ18QAG\"\n },\n {\n \"Id\": \"006dM000008O8UUQA0\",\n \"Name\": \"Legal & Professional Fees\",\n \"Amount\": 1170.0,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O8UUQA0\"\n },\n {\n \"Id\": \"006dM000008O8UTQA0\",\n \"Name\": \"Total Expenses\",\n \"Amount\": 5237.31,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O8UTQA0\"\n },\n {\n \"Id\": \"006dM000008O9yRQAS\",\n \"Name\": \"Legal & Professional Fees\",\n \"Amount\": 1170.0,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O9yRQAS\"\n },\n {\n \"Id\": \"006dM000008O9yQQAS\",\n \"Name\": \"Total Expenses\",\n \"Amount\": 5237.31,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O9yQQAS\"\n },\n {\n \"Id\": \"006dM000008LbMXQA0\",\n \"Name\": \"CustomerSales\",\n \"Amount\": 1062500.0,\n \"CloseDate\": \"2025-01-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008LbMXQA0\"\n },\n {\n \"Id\": \"006dM000008LbMYQA0\",\n \"Name\": \"CustomerSales\",\n \"Amount\": 600.0,\n \"CloseDate\": \"2025-01-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008LbMYQA0\"\n },\n {\n \"Id\": \"006dM000008HYFBQA4\",\n \"Name\": \"Sales to Amy's Bird Sanctuary\",\n \"Amount\": 1061500.0,\n \"CloseDate\": \"2025-01-22\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008HYFBQA4\"\n },\n {\n \"Id\": \"006dM000008HYFCQA4\",\n \"Name\": \"Sales to Bill's Windsurf Shop\",\n \"Amount\": 260.0,\n \"CloseDate\": \"2025-01-22\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008HYFCQA4\"\n }\n ],\n \"Summary\": {\n \"TotalRecords\": 23,\n \"TotalPipelineAmount\": 7978404.62,\n \"ZeroAmountOpportunities\": 2,\n \"DuplicateNames\": {\n \"Legal & Professional Fees\": 2,\n \"Total Expenses\": 2,\n \"CustomerSales\": 2\n },\n \"TopOpportunitiesByAmount\": [\n {\n \"Name\": \"Business Expansion Loan\",\n \"Amount\": 1500000.0,\n \"Id\": \"006dM000007W3V0QAK\"\n },\n {\n \"Name\": \"Amy's Bird Sanctuary\",\n \"Amount\": 1101620.0,\n \"Id\": \"006dM0000095gZJQAY\"\n },\n {\n \"Name\": \"CustomerSales - Amy's Bird Sanctuary\",\n \"Amount\": 1062500.0,\n \"Id\": \"006dM000008PQ17QAG\"\n },\n {\n \"Name\": \"CustomerSales\",\n \"Amount\": 1062500.0,\n \"Id\": \"006dM000008LbMXQA0\"\n },\n {\n \"Name\": \"Sales to Amy's Bird Sanctuary\",\n \"Amount\": 1061500.0,\n \"Id\": \"006dM000008HYFBQA4\"\n }\n ]\n }\n}\n\nUser: Focus on schedules starting August 2024 for Tier 1 customers in QuickBooks.", + "response_status": "completed", + "response_text": "Plan:\n1. get_info_api(x_report_end_date) -> type_report_end_date\n2. assign(x_report_start_date) -> x_report_start_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_end_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n- x_report_start_date: 2024-08-01\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: capture QuickBooks revenue schedules starting 2024-08-01 for Tier 1 customers; capture schedule window, term details, Salesforce asset linkage, and any proration rules for mapping to Salesforce assets\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}\n- y_salesforce_query_info: Reflect QuickBooks revenue schedules starting 2024-08-01 for Tier 1 customers on Salesforce assets by mapping schedule window, customer tier, Salesforce asset linkage, term updates, and proration rules\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: update Salesforce assets based on QuickBooks revenue schedules starting Aug 2024 for Tier 1 customers, applying term updates and proration rules where applicable\n- y: None" + }, + { + "turn_index": 2, + "user": "Update Salesforce Asset records with the schedule start/end dates and store the QuickBooks schedule ID.", + "prompt": "You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nConversation so far:\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\nAssistant: Plan:\n1. get_info_api(x_report_start_date) -> type_report_start_date\n2. get_info_api(x_report_end_date) -> type_report_end_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_start_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\n- x_report_end_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n\nCapture the QuickBooks revenue schedule window, customer tier, Salesforce asset linkage, and term updates mentioned across turns.\n\nNote any proration rules if they surface.\n\nUser: Need QuickBooks revenue schedules reflected on Salesforce assets.\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: capture QuickBooks revenue schedules (window, customer tier, term details) for mapping to Salesforce assets; note any proration rules if present\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n },\n \"Error\": {\n \"Type\": \"SystemFault\",\n \"Code\": \"10000\",\n \"Message\": \"An application error has occurred while processing your request\",\n \"Detail\": \"System Failure Error: java.lang.IllegalArgumentException: Invalid format: \\\"You are the revenue continuity i...\\\"\",\n \"Time\": \"2025-11-08T02:33:06.355-08:00\"\n }\n}\n- y_salesforce_query_info: Reflect QuickBooks revenue schedules on Salesforce assets by mapping revenue schedule window, customer tier, Salesforce asset linkage, and term updates; capture proration rules if present\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: update Salesforce assets based on QuickBooks revenue schedules, applying term updates and proration rules where applicable\n- y: {\n \"Opportunities\": [\n {\n \"Id\": \"006dM000007W3V0QAK\",\n \"Name\": \"Business Expansion Loan\",\n \"Amount\": 1500000.0,\n \"CloseDate\": \"2025-12-31\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W3V0QAK\"\n },\n {\n \"Id\": \"006dM00000GkSUkQAN\",\n \"Name\": \"Opportunity - Reconciliation Ref1\",\n \"Amount\": 0.0,\n \"CloseDate\": \"2025-11-08\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM00000GkSUkQAN\"\n },\n {\n \"Id\": \"006dM00000GkSUlQAN\",\n \"Name\": \"Opportunity - Reconciliation Ref2\",\n \"Amount\": 0.0,\n \"CloseDate\": \"2025-11-08\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM00000GkSUlQAN\"\n },\n {\n \"Id\": \"006dM000007W6B7QAK\",\n \"Name\": \"Regional Office Setup\",\n \"Amount\": 600000.0,\n \"CloseDate\": \"2025-09-15\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W6B7QAK\"\n },\n {\n \"Id\": \"006dM000008GGigQAG\",\n \"Name\": \"Global Expansion Initiative\",\n \"Amount\": 120000.0,\n \"CloseDate\": \"2025-07-20\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008GGigQAG\"\n },\n {\n \"Id\": \"006dM000008OVfaQAG\",\n \"Name\": \"Digital Marketing Retainer\",\n \"Amount\": 75000.0,\n \"CloseDate\": \"2025-07-01\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008OVfaQAG\"\n },\n {\n \"Id\": \"006dM000008GrWqQAK\",\n \"Name\": \"Retail Cloud Integration\",\n \"Amount\": 400000.0,\n \"CloseDate\": \"2025-06-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008GrWqQAK\"\n },\n {\n \"Id\": \"006dM000007W2cAQAS\",\n \"Name\": \"Market Expansion Deal\",\n \"Amount\": 850000.0,\n \"CloseDate\": \"2025-06-20\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W2cAQAS\"\n },\n {\n \"Id\": \"006dM0000095gZJQAY\",\n \"Name\": \"Amy's Bird Sanctuary\",\n \"Amount\": 1101620.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZJQAY\"\n },\n {\n \"Id\": \"006dM000007W5yDQAS\",\n \"Name\": \"Product Launch Campaign\",\n \"Amount\": 75000.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000007W5yDQAS\"\n },\n {\n \"Id\": \"006dM0000095gZMQAY\",\n \"Name\": \"Diego Rodriguez\",\n \"Amount\": 1300.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZMQAY\"\n },\n {\n \"Id\": \"006dM0000095gZLQAY\",\n \"Name\": \"Cool Cars\",\n \"Amount\": 32700.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZLQAY\"\n },\n {\n \"Id\": \"006dM0000095gZKQAY\",\n \"Name\": \"Bill's Windsurf Shop\",\n \"Amount\": 22350.0,\n \"CloseDate\": \"2025-02-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM0000095gZKQAY\"\n },\n {\n \"Id\": \"006dM000008PQ17QAG\",\n \"Name\": \"CustomerSales - Amy's Bird Sanctuary\",\n \"Amount\": 1062500.0,\n \"CloseDate\": \"2025-01-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008PQ17QAG\"\n },\n {\n \"Id\": \"006dM000008PQ18QAG\",\n \"Name\": \"CustomerSales - Bill's Windsurf Shop\",\n \"Amount\": 260.0,\n \"CloseDate\": \"2025-01-28\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008PQ18QAG\"\n },\n {\n \"Id\": \"006dM000008O8UUQA0\",\n \"Name\": \"Legal & Professional Fees\",\n \"Amount\": 1170.0,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O8UUQA0\"\n },\n {\n \"Id\": \"006dM000008O8UTQA0\",\n \"Name\": \"Total Expenses\",\n \"Amount\": 5237.31,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O8UTQA0\"\n },\n {\n \"Id\": \"006dM000008O9yRQAS\",\n \"Name\": \"Legal & Professional Fees\",\n \"Amount\": 1170.0,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O9yRQAS\"\n },\n {\n \"Id\": \"006dM000008O9yQQAS\",\n \"Name\": \"Total Expenses\",\n \"Amount\": 5237.31,\n \"CloseDate\": \"2025-01-27\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008O9yQQAS\"\n },\n {\n \"Id\": \"006dM000008LbMXQA0\",\n \"Name\": \"CustomerSales\",\n \"Amount\": 1062500.0,\n \"CloseDate\": \"2025-01-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008LbMXQA0\"\n },\n {\n \"Id\": \"006dM000008LbMYQA0\",\n \"Name\": \"CustomerSales\",\n \"Amount\": 600.0,\n \"CloseDate\": \"2025-01-25\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008LbMYQA0\"\n },\n {\n \"Id\": \"006dM000008HYFBQA4\",\n \"Name\": \"Sales to Amy's Bird Sanctuary\",\n \"Amount\": 1061500.0,\n \"CloseDate\": \"2025-01-22\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008HYFBQA4\"\n },\n {\n \"Id\": \"006dM000008HYFCQA4\",\n \"Name\": \"Sales to Bill's Windsurf Shop\",\n \"Amount\": 260.0,\n \"CloseDate\": \"2025-01-22\",\n \"AccountId\": null,\n \"Url\": \"/services/data/v59.0/sobjects/Opportunity/006dM000008HYFCQA4\"\n }\n ],\n \"Summary\": {\n \"TotalRecords\": 23,\n \"TotalPipelineAmount\": 7978404.62,\n \"ZeroAmountOpportunities\": 2,\n \"DuplicateNames\": {\n \"Legal & Professional Fees\": 2,\n \"Total Expenses\": 2,\n \"CustomerSales\": 2\n },\n \"TopOpportunitiesByAmount\": [\n {\n \"Name\": \"Business Expansion Loan\",\n \"Amount\": 1500000.0,\n \"Id\": \"006dM000007W3V0QAK\"\n },\n {\n \"Name\": \"Amy's Bird Sanctuary\",\n \"Amount\": 1101620.0,\n \"Id\": \"006dM0000095gZJQAY\"\n },\n {\n \"Name\": \"CustomerSales - Amy's Bird Sanctuary\",\n \"Amount\": 1062500.0,\n \"Id\": \"006dM000008PQ17QAG\"\n },\n {\n \"Name\": \"CustomerSales\",\n \"Amount\": 1062500.0,\n \"Id\": \"006dM000008LbMXQA0\"\n },\n {\n \"Name\": \"Sales to Amy's Bird Sanctuary\",\n \"Amount\": 1061500.0,\n \"Id\": \"006dM000008HYFBQA4\"\n }\n ]\n }\n}\nUser: Focus on schedules starting August 2024 for Tier 1 customers in QuickBooks.\nAssistant: Plan:\n1. get_info_api(x_report_end_date) -> type_report_end_date\n2. assign(x_report_start_date) -> x_report_start_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_end_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n- x_report_start_date: 2024-08-01\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: capture QuickBooks revenue schedules starting 2024-08-01 for Tier 1 customers; capture schedule window, term details, Salesforce asset linkage, and any proration rules for mapping to Salesforce assets\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}\n- y_salesforce_query_info: Reflect QuickBooks revenue schedules starting 2024-08-01 for Tier 1 customers on Salesforce assets by mapping schedule window, customer tier, Salesforce asset linkage, term updates, and proration rules\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: update Salesforce assets based on QuickBooks revenue schedules starting Aug 2024 for Tier 1 customers, applying term updates and proration rules where applicable\n- y: None\n\nUser: Update Salesforce Asset records with the schedule start/end dates and store the QuickBooks schedule ID.", + "response_status": "completed", + "response_text": "Plan:\n1. get_info_api(x_report_end_date) -> type_report_end_date\n2. assign(x_report_start_date) -> x_report_start_date\n3. assign(x_invoice_sales_report_depends_on) -> x_invoice_sales_report_depends_on\n4. assign(x_invoice_sales_report_api_task) -> x_invoice_sales_report_api_task\n5. invoice_sales_api(x_report_start_date, x_report_end_date, x_invoice_sales_report_depends_on, x_invoice_sales_report_api_task) -> x\n6. assign(y_salesforce_query_info) -> y_salesforce_query_info\n7. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n8. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n9. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_report_end_date: You are the revenue continuity integrator translating QuickBooks revenue schedules into Salesforce asset updates.\n- x_report_start_date: 2024-08-01\n- x_invoice_sales_report_depends_on: null\n- x_invoice_sales_report_api_task: capture QuickBooks revenue schedules starting 2024-08-01 for Tier 1 customers; capture schedule window, term details, Salesforce asset linkage, and any proration rules for mapping to Salesforce assets\n- x: {\n \"ReportName\": \"Invoice Sales Report\",\n \"StartPeriod\": \"\",\n \"EndPeriod\": \"\",\n \"TotalSales\": {\n \"GrossSales\": 0,\n \"NetSales\": 0\n },\n \"SalesByCustomer\": {\n \"TopCustomers\": [],\n \"CustomerSalesBreakdown\": {}\n },\n \"SalesByProductOrService\": {\n \"TopProductsOrServices\": [],\n \"ProductOrServiceBreakdown\": {}\n },\n \"SalesByLocationOrRepresentative\": {\n \"LocationBasedRevenue\": {},\n \"SalesByRepresentative\": {}\n },\n \"InvoiceDetails\": {\n \"NumberOfInvoices\": 0,\n \"InvoiceStatus\": {\n \"Paid\": 0,\n \"PartiallyPaid\": 0,\n \"Unpaid\": 0\n },\n \"AverageInvoiceValue\": 0\n },\n \"UnpaidInvoices\": {\n \"OutstandingRevenue\": 0,\n \"OverdueInvoices\": 0,\n \"AgingSummary\": {\n \"0-30Days\": 0,\n \"31-60Days\": 0,\n \"61-90Days\": 0,\n \"Over90Days\": 0\n }\n },\n \"ProfitabilityMetrics\": {\n \"GrossProfit\": 0,\n \"ProfitMargin\": 0\n }\n}\n- y_salesforce_query_info: Update Salesforce Asset records with schedule start and end dates and store the QuickBooks schedule ID for Tier 1 customers; map revenue schedule window, term updates, and proration rules where applicable\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: update Salesforce Asset records with schedule start/end dates and store QuickBooks schedule ID; apply term updates and proration rules as applicable\n- y: None" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T10:52:46.300846+00:00", + "idx": 28, + "task": "Push Salesforce renewal risk notes into ServiceNow problem records", + "prompt": "You are the customer reliability conduit making sure Salesforce renewal risks feed into ServiceNow problem management.\n\nCapture the Salesforce account list, renewal risk flag, ServiceNow table, and note requirements clarified over turns.\n\nRecord any assignment cues if they surface.\n\nConversation so far:\nUser: ServiceNow problem team needs renewal risk context from Salesforce.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_incident_info) -> y_incident_info\n6. assign(y_servicenow_incident_depends_on) -> y_servicenow_incident_depends_on\n7. assign(y_servicenow_incident_api_task) -> y_servicenow_incident_api_task\n8. service_now_create_incident_api(y_incident_info, y_servicenow_incident_depends_on, y_servicenow_incident_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Capture Salesforce account list with renewal_risk flag and any assignment cues. Return fields: AccountId, AccountName, renewal_risk_flag, renewal_date, account_owner, account_team, primary_contact, notes/requirements\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for accounts flagged with renewal risk and capture assignment cues to provide context to ServiceNow problem management\n- x: None\n- y_incident_info: Create Problem table records in ServiceNow for each Salesforce account flagged with renewal risk. Include account details, renewal_risk_flag, renewal_date, notes/requirements captured over turns, and assignment cues (assignment_group or assigned_to) if present; attach the Salesforce account list as context\n- y_servicenow_incident_depends_on: x\n- y_servicenow_incident_api_task: Populate ServiceNow Problem table with renewal risk context from Salesforce and notify/assign to Problem team based on captured assignment cues\n- y: {\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"serviced_requests\": [\n {\n \"id\": \"1\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/problem/740d8cde83457210b5a95c50ceaad36d\",\n \"created_sys_id\": \"740d8cde83457210b5a95c50ceaad36d\",\n \"body_encoding\": \"base64\",\n \"body_base64\": \"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\",\n \"execution_time_ms\": 295,\n \"response_headers\": {\n \"Content-Type\": \"application/json; charset=UTF-8\",\n \"Content-Length\": \"2935\"\n }\n }\n ],\n \"unserviced_requests_count\": 0\n}\nUser: Look at Salesforce accounts with Renewal_Risk__c = 'High' closing in Q3.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce accounts where Renewal_Risk__c = 'High' and renewal_date falls in Q3 (2025-07-01 to 2025-09-30). Return fields: AccountId, AccountName, Renewal_Risk__c, renewal_date, account_owner, account_team, primary_contact, notes/requirements, and any assignment cues (assignment_group or assigned_to).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for accounts flagged Renewal_Risk__c = 'High' with renewal_date in Q3 and capture assignment cues and required fields for Problem team context.\n- x: {\n \"message\": \"No records returned by salesforce_query_api; nothing to extract.\",\n \"records\": []\n}\n\nUser: For each, append the risk summary to ServiceNow problem PRB0012456 and tag the Customer Stability group.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HHHC6JKAJJ1BMEBM3DT2AP", + "status": "completed", + "output_text": "I do not know based on the available history.", + "expected_fragments": [ + "Salesforce: Query accounts with Renewal_Risk__c='High' and CloseDate in Q3", + "Compile renewal risk notes", + "ServiceNow: Update problem PRB0012456 with appended notes and assignment to Customer Stability" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Push Salesforce renewal risk notes into ServiceNow problem records", + "idx": 28, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-28-1762598546573", + "turn_index": 2, + "history_reused": true, + "plan_steps": [], + "plan_step_count": 0, + "variables": {} + }, + "variables": {}, + "turns": [ + { + "turn_index": 0, + "user": "ServiceNow problem team needs renewal risk context from Salesforce.", + "prompt": "You are the customer reliability conduit making sure Salesforce renewal risks feed into ServiceNow problem management.\n\nCapture the Salesforce account list, renewal risk flag, ServiceNow table, and note requirements clarified over turns.\n\nRecord any assignment cues if they surface.\n\nUser: ServiceNow problem team needs renewal risk context from Salesforce.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_incident_info) -> y_incident_info\n6. assign(y_servicenow_incident_depends_on) -> y_servicenow_incident_depends_on\n7. assign(y_servicenow_incident_api_task) -> y_servicenow_incident_api_task\n8. service_now_create_incident_api(y_incident_info, y_servicenow_incident_depends_on, y_servicenow_incident_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Capture Salesforce account list with renewal_risk flag and any assignment cues. Return fields: AccountId, AccountName, renewal_risk_flag, renewal_date, account_owner, account_team, primary_contact, notes/requirements\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for accounts flagged with renewal risk and capture assignment cues to provide context to ServiceNow problem management\n- x: None\n- y_incident_info: Create Problem table records in ServiceNow for each Salesforce account flagged with renewal risk. Include account details, renewal_risk_flag, renewal_date, notes/requirements captured over turns, and assignment cues (assignment_group or assigned_to) if present; attach the Salesforce account list as context\n- y_servicenow_incident_depends_on: x\n- y_servicenow_incident_api_task: Populate ServiceNow Problem table with renewal risk context from Salesforce and notify/assign to Problem team based on captured assignment cues\n- y: {\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"serviced_requests\": [\n {\n \"id\": \"1\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/problem/740d8cde83457210b5a95c50ceaad36d\",\n \"created_sys_id\": \"740d8cde83457210b5a95c50ceaad36d\",\n \"body_encoding\": \"base64\",\n \"body_base64\": \"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\",\n \"execution_time_ms\": 295,\n \"response_headers\": {\n \"Content-Type\": \"application/json; charset=UTF-8\",\n \"Content-Length\": \"2935\"\n }\n }\n ],\n \"unserviced_requests_count\": 0\n}" + }, + { + "turn_index": 1, + "user": "Look at Salesforce accounts with Renewal_Risk__c = 'High' closing in Q3.", + "prompt": "You are the customer reliability conduit making sure Salesforce renewal risks feed into ServiceNow problem management.\n\nCapture the Salesforce account list, renewal risk flag, ServiceNow table, and note requirements clarified over turns.\n\nRecord any assignment cues if they surface.\n\nConversation so far:\nUser: ServiceNow problem team needs renewal risk context from Salesforce.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_incident_info) -> y_incident_info\n6. assign(y_servicenow_incident_depends_on) -> y_servicenow_incident_depends_on\n7. assign(y_servicenow_incident_api_task) -> y_servicenow_incident_api_task\n8. service_now_create_incident_api(y_incident_info, y_servicenow_incident_depends_on, y_servicenow_incident_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Capture Salesforce account list with renewal_risk flag and any assignment cues. Return fields: AccountId, AccountName, renewal_risk_flag, renewal_date, account_owner, account_team, primary_contact, notes/requirements\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for accounts flagged with renewal risk and capture assignment cues to provide context to ServiceNow problem management\n- x: None\n- y_incident_info: Create Problem table records in ServiceNow for each Salesforce account flagged with renewal risk. Include account details, renewal_risk_flag, renewal_date, notes/requirements captured over turns, and assignment cues (assignment_group or assigned_to) if present; attach the Salesforce account list as context\n- y_servicenow_incident_depends_on: x\n- y_servicenow_incident_api_task: Populate ServiceNow Problem table with renewal risk context from Salesforce and notify/assign to Problem team based on captured assignment cues\n- y: {\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"serviced_requests\": [\n {\n \"id\": \"1\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/problem/740d8cde83457210b5a95c50ceaad36d\",\n \"created_sys_id\": \"740d8cde83457210b5a95c50ceaad36d\",\n \"body_encoding\": \"base64\",\n \"body_base64\": \"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\",\n \"execution_time_ms\": 295,\n \"response_headers\": {\n \"Content-Type\": \"application/json; charset=UTF-8\",\n \"Content-Length\": \"2935\"\n }\n }\n ],\n \"unserviced_requests_count\": 0\n}\n\nUser: Look at Salesforce accounts with Renewal_Risk__c = 'High' closing in Q3.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce accounts where Renewal_Risk__c = 'High' and renewal_date falls in Q3 (2025-07-01 to 2025-09-30). Return fields: AccountId, AccountName, Renewal_Risk__c, renewal_date, account_owner, account_team, primary_contact, notes/requirements, and any assignment cues (assignment_group or assigned_to).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for accounts flagged Renewal_Risk__c = 'High' with renewal_date in Q3 and capture assignment cues and required fields for Problem team context.\n- x: {\n \"message\": \"No records returned by salesforce_query_api; nothing to extract.\",\n \"records\": []\n}" + }, + { + "turn_index": 2, + "user": "For each, append the risk summary to ServiceNow problem PRB0012456 and tag the Customer Stability group.", + "prompt": "You are the customer reliability conduit making sure Salesforce renewal risks feed into ServiceNow problem management.\n\nCapture the Salesforce account list, renewal risk flag, ServiceNow table, and note requirements clarified over turns.\n\nRecord any assignment cues if they surface.\n\nConversation so far:\nUser: ServiceNow problem team needs renewal risk context from Salesforce.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_incident_info) -> y_incident_info\n6. assign(y_servicenow_incident_depends_on) -> y_servicenow_incident_depends_on\n7. assign(y_servicenow_incident_api_task) -> y_servicenow_incident_api_task\n8. service_now_create_incident_api(y_incident_info, y_servicenow_incident_depends_on, y_servicenow_incident_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Capture Salesforce account list with renewal_risk flag and any assignment cues. Return fields: AccountId, AccountName, renewal_risk_flag, renewal_date, account_owner, account_team, primary_contact, notes/requirements\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for accounts flagged with renewal risk and capture assignment cues to provide context to ServiceNow problem management\n- x: None\n- y_incident_info: Create Problem table records in ServiceNow for each Salesforce account flagged with renewal risk. Include account details, renewal_risk_flag, renewal_date, notes/requirements captured over turns, and assignment cues (assignment_group or assigned_to) if present; attach the Salesforce account list as context\n- y_servicenow_incident_depends_on: x\n- y_servicenow_incident_api_task: Populate ServiceNow Problem table with renewal risk context from Salesforce and notify/assign to Problem team based on captured assignment cues\n- y: {\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"serviced_requests\": [\n {\n \"id\": \"1\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/problem/740d8cde83457210b5a95c50ceaad36d\",\n \"created_sys_id\": \"740d8cde83457210b5a95c50ceaad36d\",\n \"body_encoding\": \"base64\",\n \"body_base64\": \"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\",\n \"execution_time_ms\": 295,\n \"response_headers\": {\n \"Content-Type\": \"application/json; charset=UTF-8\",\n \"Content-Length\": \"2935\"\n }\n }\n ],\n \"unserviced_requests_count\": 0\n}\nUser: Look at Salesforce accounts with Renewal_Risk__c = 'High' closing in Q3.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce accounts where Renewal_Risk__c = 'High' and renewal_date falls in Q3 (2025-07-01 to 2025-09-30). Return fields: AccountId, AccountName, Renewal_Risk__c, renewal_date, account_owner, account_team, primary_contact, notes/requirements, and any assignment cues (assignment_group or assigned_to).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce for accounts flagged Renewal_Risk__c = 'High' with renewal_date in Q3 and capture assignment cues and required fields for Problem team context.\n- x: {\n \"message\": \"No records returned by salesforce_query_api; nothing to extract.\",\n \"records\": []\n}\n\nUser: For each, append the risk summary to ServiceNow problem PRB0012456 and tag the Customer Stability group.", + "response_status": "completed", + "response_text": "I do not know based on the available history." + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T11:01:39.146605+00:00", + "idx": 29, + "task": "Route ServiceNow change backlog impacting Salesforce integrations", + "prompt": "You are the release readiness coordinator linking ServiceNow change queues to Salesforce integration priorities.\n\nCapture ServiceNow change type, window, impacted application, assignment group, and ordering clarified across the turns.\n\nInclude any tagging guidance if provided.\n\nConversation so far:\nUser: Need the change backlog that touches Salesforce integrations.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: short_descriptionLIKESalesforce^categoryLIKEIntegration^state!=7\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change backlog touching Salesforce integrations; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance where available\n- x: None\nUser: Limit to ServiceNow change requests type 'Normal' planned between August 1 2024 and August 7 2024 with Application='Salesforce Core'.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: short_descriptionLIKESalesforce^categoryLIKEIntegration^state!=7^type=Normal^start_dateBETWEEN2024-08-01@2024-08-07^applicationLIKESalesforce Core\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve Normal change backlog touching Salesforce integrations for Application='Salesforce Core' planned between 2024-08-01 and 2024-08-07; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance\n- x: None\n\nUser: Keep state='Assess', assignment_group='Integration Engineering', and order by planned start.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HHWHHG3YV80WNSPZ1FGZVP", + "status": "completed", + "output_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: short_descriptionLIKESalesforce^categoryLIKEIntegration^type=Normal^start_dateBETWEEN2024-08-01@2024-08-07^applicationLIKESalesforce Core^state=2^assignment_groupLIKEIntegration Engineering^ORDERBYstart_date\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve Normal change backlog touching Salesforce integrations for Application='Salesforce Core' planned between 2024-08-01 and 2024-08-07; keep state Assess, filter assignment_group Integration Engineering, order by planned start; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance\n- x: {\n \"status\": \"success\",\n \"change_requests\": {\n \"count\": 0,\n \"results\": []\n }\n}", + "expected_fragments": [ + "type=Normal", + "Application=Salesforce Core", + "planned_start BETWEEN August 1 2024 AND August 7 2024", + "state=Assess", + "assignment_group=Integration Engineering", + "ORDERBY planned_start" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Route ServiceNow change backlog impacting Salesforce integrations", + "idx": 29, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-29-1762599171300", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_change_request_query" + ], + "result_variable": "x_change_request_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_depends_on" + ], + "result_variable": "x_servicenow_change_request_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x_servicenow_change_request_query_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_get_change_request_api", + "parameters": [ + "x_change_request_query", + "x_servicenow_change_request_query_depends_on", + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_change_request_query": "short_descriptionLIKESalesforce^categoryLIKEIntegration^type=Normal^start_dateBETWEEN2024-08-01@2024-08-07^applicationLIKESalesforce Core^state=2^assignment_groupLIKEIntegration Engineering^ORDERBYstart_date", + "x_servicenow_change_request_query_depends_on": "null", + "x_servicenow_change_request_query_api_task": "Retrieve Normal change backlog touching Salesforce integrations for Application='Salesforce Core' planned between 2024-08-01 and 2024-08-07; keep state Assess, filter assignment_group Integration Engineering, order by planned start; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance", + "x": "{\n \"status\": \"success\",\n \"change_requests\": {\n \"count\": 0,\n \"results\": []\n }\n}" + } + }, + "variables": { + "x_change_request_query": "short_descriptionLIKESalesforce^categoryLIKEIntegration^type=Normal^start_dateBETWEEN2024-08-01@2024-08-07^applicationLIKESalesforce Core^state=2^assignment_groupLIKEIntegration Engineering^ORDERBYstart_date", + "x_servicenow_change_request_query_depends_on": "null", + "x_servicenow_change_request_query_api_task": "Retrieve Normal change backlog touching Salesforce integrations for Application='Salesforce Core' planned between 2024-08-01 and 2024-08-07; keep state Assess, filter assignment_group Integration Engineering, order by planned start; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance", + "x": "{\n \"status\": \"success\",\n \"change_requests\": {\n \"count\": 0,\n \"results\": []\n }\n}" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need the change backlog that touches Salesforce integrations.", + "prompt": "You are the release readiness coordinator linking ServiceNow change queues to Salesforce integration priorities.\n\nCapture ServiceNow change type, window, impacted application, assignment group, and ordering clarified across the turns.\n\nInclude any tagging guidance if provided.\n\nUser: Need the change backlog that touches Salesforce integrations.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: short_descriptionLIKESalesforce^categoryLIKEIntegration^state!=7\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change backlog touching Salesforce integrations; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance where available\n- x: None" + }, + { + "turn_index": 1, + "user": "Limit to ServiceNow change requests type 'Normal' planned between August 1 2024 and August 7 2024 with Application='Salesforce Core'.", + "prompt": "You are the release readiness coordinator linking ServiceNow change queues to Salesforce integration priorities.\n\nCapture ServiceNow change type, window, impacted application, assignment group, and ordering clarified across the turns.\n\nInclude any tagging guidance if provided.\n\nConversation so far:\nUser: Need the change backlog that touches Salesforce integrations.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: short_descriptionLIKESalesforce^categoryLIKEIntegration^state!=7\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change backlog touching Salesforce integrations; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance where available\n- x: None\n\nUser: Limit to ServiceNow change requests type 'Normal' planned between August 1 2024 and August 7 2024 with Application='Salesforce Core'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: short_descriptionLIKESalesforce^categoryLIKEIntegration^state!=7^type=Normal^start_dateBETWEEN2024-08-01@2024-08-07^applicationLIKESalesforce Core\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve Normal change backlog touching Salesforce integrations for Application='Salesforce Core' planned between 2024-08-01 and 2024-08-07; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance\n- x: None" + }, + { + "turn_index": 2, + "user": "Keep state='Assess', assignment_group='Integration Engineering', and order by planned start.", + "prompt": "You are the release readiness coordinator linking ServiceNow change queues to Salesforce integration priorities.\n\nCapture ServiceNow change type, window, impacted application, assignment group, and ordering clarified across the turns.\n\nInclude any tagging guidance if provided.\n\nConversation so far:\nUser: Need the change backlog that touches Salesforce integrations.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: short_descriptionLIKESalesforce^categoryLIKEIntegration^state!=7\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve change backlog touching Salesforce integrations; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance where available\n- x: None\nUser: Limit to ServiceNow change requests type 'Normal' planned between August 1 2024 and August 7 2024 with Application='Salesforce Core'.\nAssistant: Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: short_descriptionLIKESalesforce^categoryLIKEIntegration^state!=7^type=Normal^start_dateBETWEEN2024-08-01@2024-08-07^applicationLIKESalesforce Core\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve Normal change backlog touching Salesforce integrations for Application='Salesforce Core' planned between 2024-08-01 and 2024-08-07; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance\n- x: None\n\nUser: Keep state='Assess', assignment_group='Integration Engineering', and order by planned start.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: short_descriptionLIKESalesforce^categoryLIKEIntegration^type=Normal^start_dateBETWEEN2024-08-01@2024-08-07^applicationLIKESalesforce Core^state=2^assignment_groupLIKEIntegration Engineering^ORDERBYstart_date\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Retrieve Normal change backlog touching Salesforce integrations for Application='Salesforce Core' planned between 2024-08-01 and 2024-08-07; keep state Assess, filter assignment_group Integration Engineering, order by planned start; include change type, maintenance window, impacted application, assignment group, and ordering/tagging guidance\n- x: {\n \"status\": \"success\",\n \"change_requests\": {\n \"count\": 0,\n \"results\": []\n }\n}" + } + ], + "matched_fragments": [ + "type=Normal" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T11:11:49.869462+00:00", + "idx": 30, + "task": "Validate Salesforce pipeline readiness against ServiceNow deployment windows", + "prompt": "You are the go-live coordination analyst aligning Salesforce pipeline milestones with ServiceNow deployment slots.\n\nCapture the Salesforce stages, close date window, ServiceNow deployment window, and comparison output clarified over turns.\n\nNote any follow-up exports if mentioned.\n\nConversation so far:\nUser: Need to match Salesforce pipeline to ServiceNow deployment availability.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_query) -> y_change_request_query\n6. assign(y_servicenow_change_request_query_depends_on) -> y_servicenow_change_request_query_depends_on\n7. assign(y_servicenow_change_request_query_api_task) -> y_servicenow_change_request_query_api_task\n8. service_now_get_change_request_api(y_change_request_query, y_servicenow_change_request_query_depends_on, y_servicenow_change_request_query_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Capture Salesforce pipeline stages and associated close date windows for opportunities to be matched to ServiceNow deployment availability.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch pipeline stages and close date windows from Salesforce for go-live coordination; prepare dataset for comparison and note any required follow-up exports.\n- x: None\n- y_change_request_query: Retrieve ServiceNow change requests representing deployments and their deployment windows (start_date and end_date) to determine availability for matching to Salesforce close date windows.\n- y_servicenow_change_request_query_depends_on: null\n- y_servicenow_change_request_query_api_task: Fetch ServiceNow deployment/change requests with start and end dates to compare against Salesforce pipeline close date windows and produce comparison output; note any follow-up exports if required.\n- y: I don't have a target output schema for this ServiceNow response. Which fields and structure would you like returned? \n\nHere are two quick options you can choose from (or tell me a different structure):\n\n1) Compact list (recommended) \u2014 array of change requests with key fields:\n- number, sys_id, short_description, approval, state, priority, assigned_to (id), requested_by (id), start_date, end_date\n\n2) Full detailed list \u2014 include all fields exactly as in the API (keeps assigned_to/requested_by as objects with link+value)\n\nPick option 1 or 2, or tell me a custom JSON schema and I will extract the data accordingly.\nUser: Look at opportunities in Stage 'Negotiation/Review' closing between September 1 and September 30 2024.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Opportunities in Stage 'Negotiation/Review' with CloseDate BETWEEN 2024-09-01 AND 2024-09-30\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch opportunities in stage 'Negotiation/Review' closing between 2024-09-01 and 2024-09-30 for go-live coordination; prepare dataset for comparison with ServiceNow deployment windows and note any follow-up exports if required\n- x: I see the Salesforce response contains zero records. I don\u2019t have a target output schema for this Salesforce response \u2014 which fields and structure would you like returned?\n\nTwo quick options you can choose from (or tell me a different structure):\n\n1) Compact list (recommended) \u2014 return an array of records with key fields you care about (e.g., Id, Name, Type, CreatedDate). If there are no records, I\u2019ll return an empty array.\n\n2) Full raw response \u2014 return the API response as-is (records: []).\n\nOr tell me a custom JSON schema and I will extract/format accordingly.\n\nUser: Compare to ServiceNow deployment calendar window for 'SFDC Release Train' in September and highlight conflicts.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HJE5SRJDE0YREGYPTJRHM1", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_query) -> y_change_request_query\n6. assign(y_servicenow_change_request_query_depends_on) -> y_servicenow_change_request_query_depends_on\n7. assign(y_servicenow_change_request_query_api_task) -> y_servicenow_change_request_query_api_task\n8. service_now_get_change_request_api(y_change_request_query, y_servicenow_change_request_query_depends_on, y_servicenow_change_request_query_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Opportunities in Stage 'Negotiation/Review' with CloseDate BETWEEN 2024-09-01 AND 2024-09-30 (capture Salesforce stages and close date window)\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch opportunities in stage 'Negotiation/Review' closing between 2024-09-01 and 2024-09-30 for go-live coordination; prepare dataset for comparison with ServiceNow deployment windows and note any follow-up exports if required\n- x: null\n- y_change_request_query: short_descriptionLIKESFDC Release Train^start_dateBETWEEN2024-09-01@2024-09-30\n- y_servicenow_change_request_query_depends_on: null\n- y_servicenow_change_request_query_api_task: Fetch ServiceNow change requests for 'SFDC Release Train' with start_date and end_date in September 2024; compare deployment windows to Salesforce close date windows and highlight conflicts; note any follow-up exports if required\n- y: {\"status\":\"success\",\"change_requests\":[]}", + "expected_fragments": [ + "Salesforce: Query opportunities Stage='Negotiation/Review' with CloseDate in September 2024", + "ServiceNow: Retrieve deployment calendar entries for SFDC Release Train in September", + "Produce list of opportunities overlapping deployment blackouts" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Validate Salesforce pipeline readiness against ServiceNow deployment windows", + "idx": 30, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-30-1762599704148", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "y_change_request_query" + ], + "result_variable": "y_change_request_query" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "y_servicenow_change_request_query_depends_on" + ], + "result_variable": "y_servicenow_change_request_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "y_servicenow_change_request_query_api_task" + ], + "result_variable": "y_servicenow_change_request_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_change_request_api", + "parameters": [ + "y_change_request_query", + "y_servicenow_change_request_query_depends_on", + "y_servicenow_change_request_query_api_task" + ], + "result_variable": "y" + } + ], + "plan_step_count": 8, + "variables": { + "x_salesforce_query_info": "Opportunities in Stage 'Negotiation/Review' with CloseDate BETWEEN 2024-09-01 AND 2024-09-30 (capture Salesforce stages and close date window)", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Fetch opportunities in stage 'Negotiation/Review' closing between 2024-09-01 and 2024-09-30 for go-live coordination; prepare dataset for comparison with ServiceNow deployment windows and note any follow-up exports if required", + "x": "null", + "y_change_request_query": "short_descriptionLIKESFDC Release Train^start_dateBETWEEN2024-09-01@2024-09-30", + "y_servicenow_change_request_query_depends_on": "null", + "y_servicenow_change_request_query_api_task": "Fetch ServiceNow change requests for 'SFDC Release Train' with start_date and end_date in September 2024; compare deployment windows to Salesforce close date windows and highlight conflicts; note any follow-up exports if required", + "y": "{\"status\":\"success\",\"change_requests\":[]}" + } + }, + "variables": { + "x_salesforce_query_info": "Opportunities in Stage 'Negotiation/Review' with CloseDate BETWEEN 2024-09-01 AND 2024-09-30 (capture Salesforce stages and close date window)", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Fetch opportunities in stage 'Negotiation/Review' closing between 2024-09-01 and 2024-09-30 for go-live coordination; prepare dataset for comparison with ServiceNow deployment windows and note any follow-up exports if required", + "x": "null", + "y_change_request_query": "short_descriptionLIKESFDC Release Train^start_dateBETWEEN2024-09-01@2024-09-30", + "y_servicenow_change_request_query_depends_on": "null", + "y_servicenow_change_request_query_api_task": "Fetch ServiceNow change requests for 'SFDC Release Train' with start_date and end_date in September 2024; compare deployment windows to Salesforce close date windows and highlight conflicts; note any follow-up exports if required", + "y": "{\"status\":\"success\",\"change_requests\":[]}" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need to match Salesforce pipeline to ServiceNow deployment availability.", + "prompt": "You are the go-live coordination analyst aligning Salesforce pipeline milestones with ServiceNow deployment slots.\n\nCapture the Salesforce stages, close date window, ServiceNow deployment window, and comparison output clarified over turns.\n\nNote any follow-up exports if mentioned.\n\nUser: Need to match Salesforce pipeline to ServiceNow deployment availability.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_query) -> y_change_request_query\n6. assign(y_servicenow_change_request_query_depends_on) -> y_servicenow_change_request_query_depends_on\n7. assign(y_servicenow_change_request_query_api_task) -> y_servicenow_change_request_query_api_task\n8. service_now_get_change_request_api(y_change_request_query, y_servicenow_change_request_query_depends_on, y_servicenow_change_request_query_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Capture Salesforce pipeline stages and associated close date windows for opportunities to be matched to ServiceNow deployment availability.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch pipeline stages and close date windows from Salesforce for go-live coordination; prepare dataset for comparison and note any required follow-up exports.\n- x: None\n- y_change_request_query: Retrieve ServiceNow change requests representing deployments and their deployment windows (start_date and end_date) to determine availability for matching to Salesforce close date windows.\n- y_servicenow_change_request_query_depends_on: null\n- y_servicenow_change_request_query_api_task: Fetch ServiceNow deployment/change requests with start and end dates to compare against Salesforce pipeline close date windows and produce comparison output; note any follow-up exports if required.\n- y: I don't have a target output schema for this ServiceNow response. Which fields and structure would you like returned? \n\nHere are two quick options you can choose from (or tell me a different structure):\n\n1) Compact list (recommended) \u2014 array of change requests with key fields:\n- number, sys_id, short_description, approval, state, priority, assigned_to (id), requested_by (id), start_date, end_date\n\n2) Full detailed list \u2014 include all fields exactly as in the API (keeps assigned_to/requested_by as objects with link+value)\n\nPick option 1 or 2, or tell me a custom JSON schema and I will extract the data accordingly." + }, + { + "turn_index": 1, + "user": "Look at opportunities in Stage 'Negotiation/Review' closing between September 1 and September 30 2024.", + "prompt": "You are the go-live coordination analyst aligning Salesforce pipeline milestones with ServiceNow deployment slots.\n\nCapture the Salesforce stages, close date window, ServiceNow deployment window, and comparison output clarified over turns.\n\nNote any follow-up exports if mentioned.\n\nConversation so far:\nUser: Need to match Salesforce pipeline to ServiceNow deployment availability.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_query) -> y_change_request_query\n6. assign(y_servicenow_change_request_query_depends_on) -> y_servicenow_change_request_query_depends_on\n7. assign(y_servicenow_change_request_query_api_task) -> y_servicenow_change_request_query_api_task\n8. service_now_get_change_request_api(y_change_request_query, y_servicenow_change_request_query_depends_on, y_servicenow_change_request_query_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Capture Salesforce pipeline stages and associated close date windows for opportunities to be matched to ServiceNow deployment availability.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch pipeline stages and close date windows from Salesforce for go-live coordination; prepare dataset for comparison and note any required follow-up exports.\n- x: None\n- y_change_request_query: Retrieve ServiceNow change requests representing deployments and their deployment windows (start_date and end_date) to determine availability for matching to Salesforce close date windows.\n- y_servicenow_change_request_query_depends_on: null\n- y_servicenow_change_request_query_api_task: Fetch ServiceNow deployment/change requests with start and end dates to compare against Salesforce pipeline close date windows and produce comparison output; note any follow-up exports if required.\n- y: I don't have a target output schema for this ServiceNow response. Which fields and structure would you like returned? \n\nHere are two quick options you can choose from (or tell me a different structure):\n\n1) Compact list (recommended) \u2014 array of change requests with key fields:\n- number, sys_id, short_description, approval, state, priority, assigned_to (id), requested_by (id), start_date, end_date\n\n2) Full detailed list \u2014 include all fields exactly as in the API (keeps assigned_to/requested_by as objects with link+value)\n\nPick option 1 or 2, or tell me a custom JSON schema and I will extract the data accordingly.\n\nUser: Look at opportunities in Stage 'Negotiation/Review' closing between September 1 and September 30 2024.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Opportunities in Stage 'Negotiation/Review' with CloseDate BETWEEN 2024-09-01 AND 2024-09-30\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch opportunities in stage 'Negotiation/Review' closing between 2024-09-01 and 2024-09-30 for go-live coordination; prepare dataset for comparison with ServiceNow deployment windows and note any follow-up exports if required\n- x: I see the Salesforce response contains zero records. I don\u2019t have a target output schema for this Salesforce response \u2014 which fields and structure would you like returned?\n\nTwo quick options you can choose from (or tell me a different structure):\n\n1) Compact list (recommended) \u2014 return an array of records with key fields you care about (e.g., Id, Name, Type, CreatedDate). If there are no records, I\u2019ll return an empty array.\n\n2) Full raw response \u2014 return the API response as-is (records: []).\n\nOr tell me a custom JSON schema and I will extract/format accordingly." + }, + { + "turn_index": 2, + "user": "Compare to ServiceNow deployment calendar window for 'SFDC Release Train' in September and highlight conflicts.", + "prompt": "You are the go-live coordination analyst aligning Salesforce pipeline milestones with ServiceNow deployment slots.\n\nCapture the Salesforce stages, close date window, ServiceNow deployment window, and comparison output clarified over turns.\n\nNote any follow-up exports if mentioned.\n\nConversation so far:\nUser: Need to match Salesforce pipeline to ServiceNow deployment availability.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_query) -> y_change_request_query\n6. assign(y_servicenow_change_request_query_depends_on) -> y_servicenow_change_request_query_depends_on\n7. assign(y_servicenow_change_request_query_api_task) -> y_servicenow_change_request_query_api_task\n8. service_now_get_change_request_api(y_change_request_query, y_servicenow_change_request_query_depends_on, y_servicenow_change_request_query_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Capture Salesforce pipeline stages and associated close date windows for opportunities to be matched to ServiceNow deployment availability.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch pipeline stages and close date windows from Salesforce for go-live coordination; prepare dataset for comparison and note any required follow-up exports.\n- x: None\n- y_change_request_query: Retrieve ServiceNow change requests representing deployments and their deployment windows (start_date and end_date) to determine availability for matching to Salesforce close date windows.\n- y_servicenow_change_request_query_depends_on: null\n- y_servicenow_change_request_query_api_task: Fetch ServiceNow deployment/change requests with start and end dates to compare against Salesforce pipeline close date windows and produce comparison output; note any follow-up exports if required.\n- y: I don't have a target output schema for this ServiceNow response. Which fields and structure would you like returned? \n\nHere are two quick options you can choose from (or tell me a different structure):\n\n1) Compact list (recommended) \u2014 array of change requests with key fields:\n- number, sys_id, short_description, approval, state, priority, assigned_to (id), requested_by (id), start_date, end_date\n\n2) Full detailed list \u2014 include all fields exactly as in the API (keeps assigned_to/requested_by as objects with link+value)\n\nPick option 1 or 2, or tell me a custom JSON schema and I will extract the data accordingly.\nUser: Look at opportunities in Stage 'Negotiation/Review' closing between September 1 and September 30 2024.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Opportunities in Stage 'Negotiation/Review' with CloseDate BETWEEN 2024-09-01 AND 2024-09-30\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch opportunities in stage 'Negotiation/Review' closing between 2024-09-01 and 2024-09-30 for go-live coordination; prepare dataset for comparison with ServiceNow deployment windows and note any follow-up exports if required\n- x: I see the Salesforce response contains zero records. I don\u2019t have a target output schema for this Salesforce response \u2014 which fields and structure would you like returned?\n\nTwo quick options you can choose from (or tell me a different structure):\n\n1) Compact list (recommended) \u2014 return an array of records with key fields you care about (e.g., Id, Name, Type, CreatedDate). If there are no records, I\u2019ll return an empty array.\n\n2) Full raw response \u2014 return the API response as-is (records: []).\n\nOr tell me a custom JSON schema and I will extract/format accordingly.\n\nUser: Compare to ServiceNow deployment calendar window for 'SFDC Release Train' in September and highlight conflicts.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_query) -> y_change_request_query\n6. assign(y_servicenow_change_request_query_depends_on) -> y_servicenow_change_request_query_depends_on\n7. assign(y_servicenow_change_request_query_api_task) -> y_servicenow_change_request_query_api_task\n8. service_now_get_change_request_api(y_change_request_query, y_servicenow_change_request_query_depends_on, y_servicenow_change_request_query_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Opportunities in Stage 'Negotiation/Review' with CloseDate BETWEEN 2024-09-01 AND 2024-09-30 (capture Salesforce stages and close date window)\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch opportunities in stage 'Negotiation/Review' closing between 2024-09-01 and 2024-09-30 for go-live coordination; prepare dataset for comparison with ServiceNow deployment windows and note any follow-up exports if required\n- x: null\n- y_change_request_query: short_descriptionLIKESFDC Release Train^start_dateBETWEEN2024-09-01@2024-09-30\n- y_servicenow_change_request_query_depends_on: null\n- y_servicenow_change_request_query_api_task: Fetch ServiceNow change requests for 'SFDC Release Train' with start_date and end_date in September 2024; compare deployment windows to Salesforce close date windows and highlight conflicts; note any follow-up exports if required\n- y: {\"status\":\"success\",\"change_requests\":[]}" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T11:15:15.589711+00:00", + "idx": 31, + "task": "Correlate ServiceNow asset compliance with Salesforce contract tier", + "prompt": "You are the asset compliance steward tying ServiceNow hardware tracking to Salesforce contract obligations.\n\nCapture the ServiceNow asset filters, required certification status, Salesforce account tier, and reporting fields clarified over the turns.\n\nNote any escalation targets if mentioned.\n\nConversation so far:\nUser: Need to know which customer hardware needs certification before contract renewal.\nAssistant: Plan:\n1. assign(x_hardware_asset_query) -> x_hardware_asset_query\n2. assign(x_servicenow_hardware_asset_query_depends_on) -> x_servicenow_hardware_asset_query_depends_on\n3. assign(x_servicenow_hardware_asset_query_api_task) -> x_servicenow_hardware_asset_query_api_task\n4. service_now_query_hardware_assets_api(x_hardware_asset_query, x_servicenow_hardware_asset_query_depends_on, x_servicenow_hardware_asset_query_api_task) -> x\n5. assign(y_salesforce_query_info) -> y_salesforce_query_info\n6. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n7. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n8. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_hardware_asset_query: certification_statusLIKErequired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments\n- x_servicenow_hardware_asset_query_depends_on: salesforce_query\n- x_servicenow_hardware_asset_query_api_task: Find ServiceNow hardware assets that require certification before contract renewal; exclude retired assets and return key asset fields for reporting\n- x: None\n- y_salesforce_query_info: Retrieve Salesforce accounts with upcoming contract renewal dates (e.g., within the next 90 days) including account tier, account ID, and renewal date\n- y_salesforce_query_depends_on: null\n- y_salesforce_query_api_task: Identify accounts with upcoming contract renewals and their account tier to filter ServiceNow assets that need certification before renewal\n- y: null\nUser: Filter ServiceNow assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'.\nAssistant: Plan:\n1. assign(x_hardware_asset_query) -> x_hardware_asset_query\n2. assign(x_servicenow_hardware_asset_query_depends_on) -> x_servicenow_hardware_asset_query_depends_on\n3. assign(x_servicenow_hardware_asset_query_api_task) -> x_servicenow_hardware_asset_query_api_task\n4. service_now_query_hardware_assets_api(x_hardware_asset_query, x_servicenow_hardware_asset_query_depends_on, x_servicenow_hardware_asset_query_api_task) -> x\n5. assign(y_salesforce_query_info) -> y_salesforce_query_info\n6. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n7. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n8. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_hardware_asset_query: model.value=Secure Laptop Pro^location.value=Berlin Data Hub^Certification_Status__c=Expired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments\n- x_servicenow_hardware_asset_query_depends_on: salesforce_query\n- x_servicenow_hardware_asset_query_api_task: Find ServiceNow hardware assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'; exclude retired assets and return key asset fields for reporting; correlate with Salesforce account tier for upcoming contract renewals. No escalation targets mentioned.\n- x: null\n- y_salesforce_query_info: Retrieve Salesforce accounts with upcoming contract renewal dates within the next 90 days including account tier, account ID, and renewal date to identify accounts requiring asset certification before renewal.\n- y_salesforce_query_depends_on: null\n- y_salesforce_query_api_task: Identify accounts with upcoming contract renewals within 90 days and return account tier, account ID, and renewal date to filter ServiceNow assets needing certification before renewal. No escalation targets mentioned.\n- y: null\n\nUser: Join to Salesforce accounts with Customer_Tier__c = 'Enterprise' and return Asset SerialNumber plus Account Owner.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HJS09MM07KZF4TZ6XY0QDZ", + "status": "completed", + "output_text": "Plan:\n1. assign(x_hardware_asset_query) -> x_hardware_asset_query\n2. assign(x_servicenow_hardware_asset_query_depends_on) -> x_servicenow_hardware_asset_query_depends_on\n3. assign(x_servicenow_hardware_asset_query_api_task) -> x_servicenow_hardware_asset_query_api_task\n4. service_now_query_hardware_assets_api(x_hardware_asset_query, x_servicenow_hardware_asset_query_depends_on, x_servicenow_hardware_asset_query_api_task) -> x\n5. assign(y_salesforce_query_info) -> y_salesforce_query_info\n6. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n7. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n8. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_hardware_asset_query: model.value=Secure Laptop Pro^location.value=Berlin Data Hub^Certification_Status__c=Expired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments\n- x_servicenow_hardware_asset_query_depends_on: salesforce_query\n- x_servicenow_hardware_asset_query_api_task: Find ServiceNow hardware assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'; exclude retired assets and return key asset fields. Join results to Salesforce accounts with Customer_Tier__c='Enterprise' to include Account Owner; return Asset SerialNumber plus Account Owner.\n- x: None\n- y_salesforce_query_info: Retrieve Salesforce accounts with Customer_Tier__c = 'Enterprise' including Account ID, Account Owner, Account Tier, and renewal date for joining with ServiceNow assets.\n- y_salesforce_query_depends_on: null\n- y_salesforce_query_api_task: Filter Salesforce accounts to Customer_Tier__c='Enterprise' and return Account Owner and Account ID to join with ServiceNow asset serial numbers\n- y: null", + "expected_fragments": [ + "ServiceNow: Query assets model='Secure Laptop Pro', location='Berlin Data Hub', Certification_Status__c='Expired'", + "Salesforce: Match assets to Enterprise-tier accounts", + "Return list with Asset SerialNumber and Account Owner" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Correlate ServiceNow asset compliance with Salesforce contract tier", + "idx": 31, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-31-1762600314870", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_hardware_asset_query" + ], + "result_variable": "x_hardware_asset_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_servicenow_hardware_asset_query_depends_on" + ], + "result_variable": "x_servicenow_hardware_asset_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_servicenow_hardware_asset_query_api_task" + ], + "result_variable": "x_servicenow_hardware_asset_query_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_query_hardware_assets_api", + "parameters": [ + "x_hardware_asset_query", + "x_servicenow_hardware_asset_query_depends_on", + "x_servicenow_hardware_asset_query_api_task" + ], + "result_variable": "x" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_info" + ], + "result_variable": "y_salesforce_query_info" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_depends_on" + ], + "result_variable": "y_salesforce_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_api_task" + ], + "result_variable": "y_salesforce_query_api_task" + }, + { + "step_number": 8, + "api_name": "salesforce_query_api", + "parameters": [ + "y_salesforce_query_info", + "y_salesforce_query_depends_on", + "y_salesforce_query_api_task" + ], + "result_variable": "y" + } + ], + "plan_step_count": 8, + "variables": { + "x_hardware_asset_query": "model.value=Secure Laptop Pro^location.value=Berlin Data Hub^Certification_Status__c=Expired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments", + "x_servicenow_hardware_asset_query_depends_on": "salesforce_query", + "x_servicenow_hardware_asset_query_api_task": "Find ServiceNow hardware assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'; exclude retired assets and return key asset fields. Join results to Salesforce accounts with Customer_Tier__c='Enterprise' to include Account Owner; return Asset SerialNumber plus Account Owner.", + "x": "None", + "y_salesforce_query_info": "Retrieve Salesforce accounts with Customer_Tier__c = 'Enterprise' including Account ID, Account Owner, Account Tier, and renewal date for joining with ServiceNow assets.", + "y_salesforce_query_depends_on": "null", + "y_salesforce_query_api_task": "Filter Salesforce accounts to Customer_Tier__c='Enterprise' and return Account Owner and Account ID to join with ServiceNow asset serial numbers", + "y": "null" + } + }, + "variables": { + "x_hardware_asset_query": "model.value=Secure Laptop Pro^location.value=Berlin Data Hub^Certification_Status__c=Expired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments", + "x_servicenow_hardware_asset_query_depends_on": "salesforce_query", + "x_servicenow_hardware_asset_query_api_task": "Find ServiceNow hardware assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'; exclude retired assets and return key asset fields. Join results to Salesforce accounts with Customer_Tier__c='Enterprise' to include Account Owner; return Asset SerialNumber plus Account Owner.", + "x": "None", + "y_salesforce_query_info": "Retrieve Salesforce accounts with Customer_Tier__c = 'Enterprise' including Account ID, Account Owner, Account Tier, and renewal date for joining with ServiceNow assets.", + "y_salesforce_query_depends_on": "null", + "y_salesforce_query_api_task": "Filter Salesforce accounts to Customer_Tier__c='Enterprise' and return Account Owner and Account ID to join with ServiceNow asset serial numbers", + "y": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need to know which customer hardware needs certification before contract renewal.", + "prompt": "You are the asset compliance steward tying ServiceNow hardware tracking to Salesforce contract obligations.\n\nCapture the ServiceNow asset filters, required certification status, Salesforce account tier, and reporting fields clarified over the turns.\n\nNote any escalation targets if mentioned.\n\nUser: Need to know which customer hardware needs certification before contract renewal.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_hardware_asset_query) -> x_hardware_asset_query\n2. assign(x_servicenow_hardware_asset_query_depends_on) -> x_servicenow_hardware_asset_query_depends_on\n3. assign(x_servicenow_hardware_asset_query_api_task) -> x_servicenow_hardware_asset_query_api_task\n4. service_now_query_hardware_assets_api(x_hardware_asset_query, x_servicenow_hardware_asset_query_depends_on, x_servicenow_hardware_asset_query_api_task) -> x\n5. assign(y_salesforce_query_info) -> y_salesforce_query_info\n6. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n7. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n8. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_hardware_asset_query: certification_statusLIKErequired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments\n- x_servicenow_hardware_asset_query_depends_on: salesforce_query\n- x_servicenow_hardware_asset_query_api_task: Find ServiceNow hardware assets that require certification before contract renewal; exclude retired assets and return key asset fields for reporting\n- x: None\n- y_salesforce_query_info: Retrieve Salesforce accounts with upcoming contract renewal dates (e.g., within the next 90 days) including account tier, account ID, and renewal date\n- y_salesforce_query_depends_on: null\n- y_salesforce_query_api_task: Identify accounts with upcoming contract renewals and their account tier to filter ServiceNow assets that need certification before renewal\n- y: null" + }, + { + "turn_index": 1, + "user": "Filter ServiceNow assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'.", + "prompt": "You are the asset compliance steward tying ServiceNow hardware tracking to Salesforce contract obligations.\n\nCapture the ServiceNow asset filters, required certification status, Salesforce account tier, and reporting fields clarified over the turns.\n\nNote any escalation targets if mentioned.\n\nConversation so far:\nUser: Need to know which customer hardware needs certification before contract renewal.\nAssistant: Plan:\n1. assign(x_hardware_asset_query) -> x_hardware_asset_query\n2. assign(x_servicenow_hardware_asset_query_depends_on) -> x_servicenow_hardware_asset_query_depends_on\n3. assign(x_servicenow_hardware_asset_query_api_task) -> x_servicenow_hardware_asset_query_api_task\n4. service_now_query_hardware_assets_api(x_hardware_asset_query, x_servicenow_hardware_asset_query_depends_on, x_servicenow_hardware_asset_query_api_task) -> x\n5. assign(y_salesforce_query_info) -> y_salesforce_query_info\n6. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n7. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n8. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_hardware_asset_query: certification_statusLIKErequired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments\n- x_servicenow_hardware_asset_query_depends_on: salesforce_query\n- x_servicenow_hardware_asset_query_api_task: Find ServiceNow hardware assets that require certification before contract renewal; exclude retired assets and return key asset fields for reporting\n- x: None\n- y_salesforce_query_info: Retrieve Salesforce accounts with upcoming contract renewal dates (e.g., within the next 90 days) including account tier, account ID, and renewal date\n- y_salesforce_query_depends_on: null\n- y_salesforce_query_api_task: Identify accounts with upcoming contract renewals and their account tier to filter ServiceNow assets that need certification before renewal\n- y: null\n\nUser: Filter ServiceNow assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_hardware_asset_query) -> x_hardware_asset_query\n2. assign(x_servicenow_hardware_asset_query_depends_on) -> x_servicenow_hardware_asset_query_depends_on\n3. assign(x_servicenow_hardware_asset_query_api_task) -> x_servicenow_hardware_asset_query_api_task\n4. service_now_query_hardware_assets_api(x_hardware_asset_query, x_servicenow_hardware_asset_query_depends_on, x_servicenow_hardware_asset_query_api_task) -> x\n5. assign(y_salesforce_query_info) -> y_salesforce_query_info\n6. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n7. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n8. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_hardware_asset_query: model.value=Secure Laptop Pro^location.value=Berlin Data Hub^Certification_Status__c=Expired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments\n- x_servicenow_hardware_asset_query_depends_on: salesforce_query\n- x_servicenow_hardware_asset_query_api_task: Find ServiceNow hardware assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'; exclude retired assets and return key asset fields for reporting; correlate with Salesforce account tier for upcoming contract renewals. No escalation targets mentioned.\n- x: null\n- y_salesforce_query_info: Retrieve Salesforce accounts with upcoming contract renewal dates within the next 90 days including account tier, account ID, and renewal date to identify accounts requiring asset certification before renewal.\n- y_salesforce_query_depends_on: null\n- y_salesforce_query_api_task: Identify accounts with upcoming contract renewals within 90 days and return account tier, account ID, and renewal date to filter ServiceNow assets needing certification before renewal. No escalation targets mentioned.\n- y: null" + }, + { + "turn_index": 2, + "user": "Join to Salesforce accounts with Customer_Tier__c = 'Enterprise' and return Asset SerialNumber plus Account Owner.", + "prompt": "You are the asset compliance steward tying ServiceNow hardware tracking to Salesforce contract obligations.\n\nCapture the ServiceNow asset filters, required certification status, Salesforce account tier, and reporting fields clarified over the turns.\n\nNote any escalation targets if mentioned.\n\nConversation so far:\nUser: Need to know which customer hardware needs certification before contract renewal.\nAssistant: Plan:\n1. assign(x_hardware_asset_query) -> x_hardware_asset_query\n2. assign(x_servicenow_hardware_asset_query_depends_on) -> x_servicenow_hardware_asset_query_depends_on\n3. assign(x_servicenow_hardware_asset_query_api_task) -> x_servicenow_hardware_asset_query_api_task\n4. service_now_query_hardware_assets_api(x_hardware_asset_query, x_servicenow_hardware_asset_query_depends_on, x_servicenow_hardware_asset_query_api_task) -> x\n5. assign(y_salesforce_query_info) -> y_salesforce_query_info\n6. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n7. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n8. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_hardware_asset_query: certification_statusLIKErequired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments\n- x_servicenow_hardware_asset_query_depends_on: salesforce_query\n- x_servicenow_hardware_asset_query_api_task: Find ServiceNow hardware assets that require certification before contract renewal; exclude retired assets and return key asset fields for reporting\n- x: None\n- y_salesforce_query_info: Retrieve Salesforce accounts with upcoming contract renewal dates (e.g., within the next 90 days) including account tier, account ID, and renewal date\n- y_salesforce_query_depends_on: null\n- y_salesforce_query_api_task: Identify accounts with upcoming contract renewals and their account tier to filter ServiceNow assets that need certification before renewal\n- y: null\nUser: Filter ServiceNow assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'.\nAssistant: Plan:\n1. assign(x_hardware_asset_query) -> x_hardware_asset_query\n2. assign(x_servicenow_hardware_asset_query_depends_on) -> x_servicenow_hardware_asset_query_depends_on\n3. assign(x_servicenow_hardware_asset_query_api_task) -> x_servicenow_hardware_asset_query_api_task\n4. service_now_query_hardware_assets_api(x_hardware_asset_query, x_servicenow_hardware_asset_query_depends_on, x_servicenow_hardware_asset_query_api_task) -> x\n5. assign(y_salesforce_query_info) -> y_salesforce_query_info\n6. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n7. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n8. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_hardware_asset_query: model.value=Secure Laptop Pro^location.value=Berlin Data Hub^Certification_Status__c=Expired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments\n- x_servicenow_hardware_asset_query_depends_on: salesforce_query\n- x_servicenow_hardware_asset_query_api_task: Find ServiceNow hardware assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'; exclude retired assets and return key asset fields for reporting; correlate with Salesforce account tier for upcoming contract renewals. No escalation targets mentioned.\n- x: null\n- y_salesforce_query_info: Retrieve Salesforce accounts with upcoming contract renewal dates within the next 90 days including account tier, account ID, and renewal date to identify accounts requiring asset certification before renewal.\n- y_salesforce_query_depends_on: null\n- y_salesforce_query_api_task: Identify accounts with upcoming contract renewals within 90 days and return account tier, account ID, and renewal date to filter ServiceNow assets needing certification before renewal. No escalation targets mentioned.\n- y: null\n\nUser: Join to Salesforce accounts with Customer_Tier__c = 'Enterprise' and return Asset SerialNumber plus Account Owner.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_hardware_asset_query) -> x_hardware_asset_query\n2. assign(x_servicenow_hardware_asset_query_depends_on) -> x_servicenow_hardware_asset_query_depends_on\n3. assign(x_servicenow_hardware_asset_query_api_task) -> x_servicenow_hardware_asset_query_api_task\n4. service_now_query_hardware_assets_api(x_hardware_asset_query, x_servicenow_hardware_asset_query_depends_on, x_servicenow_hardware_asset_query_api_task) -> x\n5. assign(y_salesforce_query_info) -> y_salesforce_query_info\n6. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n7. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n8. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_hardware_asset_query: model.value=Secure Laptop Pro^location.value=Berlin Data Hub^Certification_Status__c=Expired^retired=false^sysparm_fields=asset_tag,serial_number,model.value,company.value,assigned_to.value,location.value,warranty_expiration,install_status,comments\n- x_servicenow_hardware_asset_query_depends_on: salesforce_query\n- x_servicenow_hardware_asset_query_api_task: Find ServiceNow hardware assets model 'Secure Laptop Pro' at Berlin Data Hub with Certification_Status__c = 'Expired'; exclude retired assets and return key asset fields. Join results to Salesforce accounts with Customer_Tier__c='Enterprise' to include Account Owner; return Asset SerialNumber plus Account Owner.\n- x: None\n- y_salesforce_query_info: Retrieve Salesforce accounts with Customer_Tier__c = 'Enterprise' including Account ID, Account Owner, Account Tier, and renewal date for joining with ServiceNow assets.\n- y_salesforce_query_depends_on: null\n- y_salesforce_query_api_task: Filter Salesforce accounts to Customer_Tier__c='Enterprise' and return Account Owner and Account ID to join with ServiceNow asset serial numbers\n- y: null" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T11:20:50.340052+00:00", + "idx": 32, + "task": "Roll Salesforce executive briefing notes into ServiceNow knowledge", + "prompt": "You are the cross-platform documentation lead ensuring Salesforce briefing insights feed ServiceNow knowledge bases.\n\nCapture the Salesforce event campaign, note fields, target ServiceNow knowledge base, and publishing state clarified over the turns.\n\nRecord any review assignments if mentioned.\n\nConversation so far:\nUser: Need executive briefing notes in ServiceNow knowledge.\nAssistant: Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_campaign_info: Capture Salesforce event campaign for executive briefing: record fields such as event name, date/time, attendee list, agenda, presentation materials, speakers, key takeaways; note target ServiceNow knowledge base and desired publishing state; record any review assignments mentioned.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: capture Salesforce event campaign details to prepare executive briefing notes for ServiceNow knowledge\n- x: {\n \"API name\": \"salesforce_create_campaign_api\",\n \"Success\": false,\n \"Error\": {\n \"Summary\": \"Salesforce API request failed: Malformed request\",\n \"Message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"ErrorCode\": \"INVALID_FIELD\",\n \"Endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n }\n}\n- y_change_request_info: Create executive briefing notes in ServiceNow knowledge base 'Executive Briefings KB' using captured Salesforce campaign content; set publishing state as clarified in the conversation (e.g., Draft/Review/Published) and assign reviewers as specified.\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: create ServiceNow change request to publish executive briefing notes from Salesforce campaign and record reviewer assignments\n- y: {\n \"Revenue\": {\n \"TotalIncome\": 795070.77,\n \"RevenueBreakdown\": [\n {\n \"Source\": \"Design income\",\n \"Amount\": 2250.00\n },\n {\n \"Source\": \"Discounts given\",\n \"Amount\": -89.50\n },\n {\n \"Source\": \"Landscaping Services\",\n \"Amount\": 6513.97\n },\n {\n \"Source\": \"Pest Control Services\",\n \"Amount\": 110.00\n },\n {\n \"Source\": \"Sales of Product Income\",\n \"Amount\": 912.75\n },\n {\n \"Source\": \"Services\",\n \"Amount\": 785373.55\n }\n ],\n \"reasoning\": {\n \"effort\": \"medium\"\n }\n },\n \"CostOfGoodsSold\": {\n \"TotalCOGS\": 405.00,\n \"GrossProfit\": 794665.77\n },\n \"OperatingExpenses\": {\n \"FixedCosts\": 0,\n \"VariableCosts\": 5237.31,\n \"CategorizedExpenses\": {\n \"Advertising\": 74.86,\n \"Automobile\": {\n \"Total\": 463.37,\n \"Details\": {\n \"Fuel\": 349.41\n }\n },\n \"Equipment Rental\": 112.00,\n \"Insurance\": 241.23,\n \"Job Expenses\": {\n \"Total\": 957.89,\n \"Details\": {\n \"Job Materials\": 802.82\n }\n },\n \"Legal & Professional Fees\": {\n \"Total\": 1170.00,\n \"Details\": {\n \"Accounting\": 640.00,\n \"Bookkeeper\": 55.00,\n \"Lawyer\": 400.00\n }\n },\n \"Maintenance and Repair\": 940.00,\n \"Meals and Entertainment\": 28.49,\n \"Office Expenses\": 18.08,\n \"Rent or Lease\": 900.00,\n \"Utilities\": {\n \"Total\": 331.39,\n \"Details\": {\n \"Gas and Electric\": 200.53,\n \"Telephone\": 130.86\n }\n }\n }\n },\n \"NetOperatingIncome\": {\n \"OperatingProfit\": 789428.46\n },\n \"NonOperatingItems\": {\n \"OtherIncome\": 0,\n \"OtherExpenses\": 2916.00\n },\n \"NetProfit\": {\n \"TotalProfitLoss\": 786512.46,\n \"ProfitMargins\": {\n \"GrossMarginPercentage\": 99.95,\n \"NetProfitMargin\": 98.92\n }\n }\n}\nUser: Use Salesforce campaign 'FY24 Executive Summit' and grab the Briefing_Notes__c field from attendees flagged VIP.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Briefing_Notes__c for attendees flagged VIP in the Salesforce campaign 'FY24 Executive Summit'. Query CampaignMember/Contact where Campaign.Name='FY24 Executive Summit' AND (CampaignMember.VIP__c=true OR Contact.VIP__c=true). Return Contact.Id, Contact.Name, Contact.Email, Briefing_Notes__c, CampaignMember.Status.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch Briefing_Notes__c and contact details for VIP attendees of campaign 'FY24 Executive Summit'\n- x: None\n\nUser: Publish articles in ServiceNow knowledge base 'Executive Briefings' with workflow_state='Draft' and assign to the Corporate Comms group.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HK1EX5PHZR3E27XJ2RG5BB", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Briefing_Notes__c for attendees flagged VIP in the Salesforce campaign 'FY24 Executive Summit'. Query CampaignMember/Contact where Campaign.Name='FY24 Executive Summit' AND (CampaignMember.VIP__c=true OR Contact.VIP__c=true). Return Contact.Id, Contact.Name, Contact.Email, Briefing_Notes__c, CampaignMember.Status.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch Briefing_Notes__c and contact details for VIP attendees of campaign 'FY24 Executive Summit'\n- x: None\n- y_change_request_info: Publish articles in ServiceNow knowledge base 'Executive Briefings' using Briefing_Notes__c from VIP attendees of Salesforce campaign 'FY24 Executive Summit'; set workflow_state='Draft' and assign articles to the 'Corporate Comms' group.\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Create ServiceNow change request to publish briefing notes as Draft KB articles in 'Executive Briefings' and assign to Corporate Comms\n- y: None", + "expected_fragments": [ + "Salesforce: Extract VIP attendee Briefing_Notes__c from campaign FY24 Executive Summit", + "ServiceNow: Create knowledge articles in Executive Briefings base", + "Set workflow_state='Draft' and assign to Corporate Comms" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Roll Salesforce executive briefing notes into ServiceNow knowledge", + "idx": 32, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-32-1762600520589", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "y_change_request_info" + ], + "result_variable": "y_change_request_info" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "y_servicenow_change_request_depends_on" + ], + "result_variable": "y_servicenow_change_request_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "y_servicenow_change_request_api_task" + ], + "result_variable": "y_servicenow_change_request_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_create_change_request_api", + "parameters": [ + "y_change_request_info", + "y_servicenow_change_request_depends_on", + "y_servicenow_change_request_api_task" + ], + "result_variable": "y" + } + ], + "plan_step_count": 8, + "variables": { + "x_salesforce_query_info": "Retrieve Briefing_Notes__c for attendees flagged VIP in the Salesforce campaign 'FY24 Executive Summit'. Query CampaignMember/Contact where Campaign.Name='FY24 Executive Summit' AND (CampaignMember.VIP__c=true OR Contact.VIP__c=true). Return Contact.Id, Contact.Name, Contact.Email, Briefing_Notes__c, CampaignMember.Status.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Fetch Briefing_Notes__c and contact details for VIP attendees of campaign 'FY24 Executive Summit'", + "x": "None", + "y_change_request_info": "Publish articles in ServiceNow knowledge base 'Executive Briefings' using Briefing_Notes__c from VIP attendees of Salesforce campaign 'FY24 Executive Summit'; set workflow_state='Draft' and assign articles to the 'Corporate Comms' group.", + "y_servicenow_change_request_depends_on": "x", + "y_servicenow_change_request_api_task": "Create ServiceNow change request to publish briefing notes as Draft KB articles in 'Executive Briefings' and assign to Corporate Comms", + "y": "None" + } + }, + "variables": { + "x_salesforce_query_info": "Retrieve Briefing_Notes__c for attendees flagged VIP in the Salesforce campaign 'FY24 Executive Summit'. Query CampaignMember/Contact where Campaign.Name='FY24 Executive Summit' AND (CampaignMember.VIP__c=true OR Contact.VIP__c=true). Return Contact.Id, Contact.Name, Contact.Email, Briefing_Notes__c, CampaignMember.Status.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Fetch Briefing_Notes__c and contact details for VIP attendees of campaign 'FY24 Executive Summit'", + "x": "None", + "y_change_request_info": "Publish articles in ServiceNow knowledge base 'Executive Briefings' using Briefing_Notes__c from VIP attendees of Salesforce campaign 'FY24 Executive Summit'; set workflow_state='Draft' and assign articles to the 'Corporate Comms' group.", + "y_servicenow_change_request_depends_on": "x", + "y_servicenow_change_request_api_task": "Create ServiceNow change request to publish briefing notes as Draft KB articles in 'Executive Briefings' and assign to Corporate Comms", + "y": "None" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need executive briefing notes in ServiceNow knowledge.", + "prompt": "You are the cross-platform documentation lead ensuring Salesforce briefing insights feed ServiceNow knowledge bases.\n\nCapture the Salesforce event campaign, note fields, target ServiceNow knowledge base, and publishing state clarified over the turns.\n\nRecord any review assignments if mentioned.\n\nUser: Need executive briefing notes in ServiceNow knowledge.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_campaign_info: Capture Salesforce event campaign for executive briefing: record fields such as event name, date/time, attendee list, agenda, presentation materials, speakers, key takeaways; note target ServiceNow knowledge base and desired publishing state; record any review assignments mentioned.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: capture Salesforce event campaign details to prepare executive briefing notes for ServiceNow knowledge\n- x: {\n \"API name\": \"salesforce_create_campaign_api\",\n \"Success\": false,\n \"Error\": {\n \"Summary\": \"Salesforce API request failed: Malformed request\",\n \"Message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"ErrorCode\": \"INVALID_FIELD\",\n \"Endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n }\n}\n- y_change_request_info: Create executive briefing notes in ServiceNow knowledge base 'Executive Briefings KB' using captured Salesforce campaign content; set publishing state as clarified in the conversation (e.g., Draft/Review/Published) and assign reviewers as specified.\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: create ServiceNow change request to publish executive briefing notes from Salesforce campaign and record reviewer assignments\n- y: {\n \"Revenue\": {\n \"TotalIncome\": 795070.77,\n \"RevenueBreakdown\": [\n {\n \"Source\": \"Design income\",\n \"Amount\": 2250.00\n },\n {\n \"Source\": \"Discounts given\",\n \"Amount\": -89.50\n },\n {\n \"Source\": \"Landscaping Services\",\n \"Amount\": 6513.97\n },\n {\n \"Source\": \"Pest Control Services\",\n \"Amount\": 110.00\n },\n {\n \"Source\": \"Sales of Product Income\",\n \"Amount\": 912.75\n },\n {\n \"Source\": \"Services\",\n \"Amount\": 785373.55\n }\n ],\n \"reasoning\": {\n \"effort\": \"medium\"\n }\n },\n \"CostOfGoodsSold\": {\n \"TotalCOGS\": 405.00,\n \"GrossProfit\": 794665.77\n },\n \"OperatingExpenses\": {\n \"FixedCosts\": 0,\n \"VariableCosts\": 5237.31,\n \"CategorizedExpenses\": {\n \"Advertising\": 74.86,\n \"Automobile\": {\n \"Total\": 463.37,\n \"Details\": {\n \"Fuel\": 349.41\n }\n },\n \"Equipment Rental\": 112.00,\n \"Insurance\": 241.23,\n \"Job Expenses\": {\n \"Total\": 957.89,\n \"Details\": {\n \"Job Materials\": 802.82\n }\n },\n \"Legal & Professional Fees\": {\n \"Total\": 1170.00,\n \"Details\": {\n \"Accounting\": 640.00,\n \"Bookkeeper\": 55.00,\n \"Lawyer\": 400.00\n }\n },\n \"Maintenance and Repair\": 940.00,\n \"Meals and Entertainment\": 28.49,\n \"Office Expenses\": 18.08,\n \"Rent or Lease\": 900.00,\n \"Utilities\": {\n \"Total\": 331.39,\n \"Details\": {\n \"Gas and Electric\": 200.53,\n \"Telephone\": 130.86\n }\n }\n }\n },\n \"NetOperatingIncome\": {\n \"OperatingProfit\": 789428.46\n },\n \"NonOperatingItems\": {\n \"OtherIncome\": 0,\n \"OtherExpenses\": 2916.00\n },\n \"NetProfit\": {\n \"TotalProfitLoss\": 786512.46,\n \"ProfitMargins\": {\n \"GrossMarginPercentage\": 99.95,\n \"NetProfitMargin\": 98.92\n }\n }\n}" + }, + { + "turn_index": 1, + "user": "Use Salesforce campaign 'FY24 Executive Summit' and grab the Briefing_Notes__c field from attendees flagged VIP.", + "prompt": "You are the cross-platform documentation lead ensuring Salesforce briefing insights feed ServiceNow knowledge bases.\n\nCapture the Salesforce event campaign, note fields, target ServiceNow knowledge base, and publishing state clarified over the turns.\n\nRecord any review assignments if mentioned.\n\nConversation so far:\nUser: Need executive briefing notes in ServiceNow knowledge.\nAssistant: Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_campaign_info: Capture Salesforce event campaign for executive briefing: record fields such as event name, date/time, attendee list, agenda, presentation materials, speakers, key takeaways; note target ServiceNow knowledge base and desired publishing state; record any review assignments mentioned.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: capture Salesforce event campaign details to prepare executive briefing notes for ServiceNow knowledge\n- x: {\n \"API name\": \"salesforce_create_campaign_api\",\n \"Success\": false,\n \"Error\": {\n \"Summary\": \"Salesforce API request failed: Malformed request\",\n \"Message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"ErrorCode\": \"INVALID_FIELD\",\n \"Endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n }\n}\n- y_change_request_info: Create executive briefing notes in ServiceNow knowledge base 'Executive Briefings KB' using captured Salesforce campaign content; set publishing state as clarified in the conversation (e.g., Draft/Review/Published) and assign reviewers as specified.\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: create ServiceNow change request to publish executive briefing notes from Salesforce campaign and record reviewer assignments\n- y: {\n \"Revenue\": {\n \"TotalIncome\": 795070.77,\n \"RevenueBreakdown\": [\n {\n \"Source\": \"Design income\",\n \"Amount\": 2250.00\n },\n {\n \"Source\": \"Discounts given\",\n \"Amount\": -89.50\n },\n {\n \"Source\": \"Landscaping Services\",\n \"Amount\": 6513.97\n },\n {\n \"Source\": \"Pest Control Services\",\n \"Amount\": 110.00\n },\n {\n \"Source\": \"Sales of Product Income\",\n \"Amount\": 912.75\n },\n {\n \"Source\": \"Services\",\n \"Amount\": 785373.55\n }\n ],\n \"reasoning\": {\n \"effort\": \"medium\"\n }\n },\n \"CostOfGoodsSold\": {\n \"TotalCOGS\": 405.00,\n \"GrossProfit\": 794665.77\n },\n \"OperatingExpenses\": {\n \"FixedCosts\": 0,\n \"VariableCosts\": 5237.31,\n \"CategorizedExpenses\": {\n \"Advertising\": 74.86,\n \"Automobile\": {\n \"Total\": 463.37,\n \"Details\": {\n \"Fuel\": 349.41\n }\n },\n \"Equipment Rental\": 112.00,\n \"Insurance\": 241.23,\n \"Job Expenses\": {\n \"Total\": 957.89,\n \"Details\": {\n \"Job Materials\": 802.82\n }\n },\n \"Legal & Professional Fees\": {\n \"Total\": 1170.00,\n \"Details\": {\n \"Accounting\": 640.00,\n \"Bookkeeper\": 55.00,\n \"Lawyer\": 400.00\n }\n },\n \"Maintenance and Repair\": 940.00,\n \"Meals and Entertainment\": 28.49,\n \"Office Expenses\": 18.08,\n \"Rent or Lease\": 900.00,\n \"Utilities\": {\n \"Total\": 331.39,\n \"Details\": {\n \"Gas and Electric\": 200.53,\n \"Telephone\": 130.86\n }\n }\n }\n },\n \"NetOperatingIncome\": {\n \"OperatingProfit\": 789428.46\n },\n \"NonOperatingItems\": {\n \"OtherIncome\": 0,\n \"OtherExpenses\": 2916.00\n },\n \"NetProfit\": {\n \"TotalProfitLoss\": 786512.46,\n \"ProfitMargins\": {\n \"GrossMarginPercentage\": 99.95,\n \"NetProfitMargin\": 98.92\n }\n }\n}\n\nUser: Use Salesforce campaign 'FY24 Executive Summit' and grab the Briefing_Notes__c field from attendees flagged VIP.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Briefing_Notes__c for attendees flagged VIP in the Salesforce campaign 'FY24 Executive Summit'. Query CampaignMember/Contact where Campaign.Name='FY24 Executive Summit' AND (CampaignMember.VIP__c=true OR Contact.VIP__c=true). Return Contact.Id, Contact.Name, Contact.Email, Briefing_Notes__c, CampaignMember.Status.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch Briefing_Notes__c and contact details for VIP attendees of campaign 'FY24 Executive Summit'\n- x: None" + }, + { + "turn_index": 2, + "user": "Publish articles in ServiceNow knowledge base 'Executive Briefings' with workflow_state='Draft' and assign to the Corporate Comms group.", + "prompt": "You are the cross-platform documentation lead ensuring Salesforce briefing insights feed ServiceNow knowledge bases.\n\nCapture the Salesforce event campaign, note fields, target ServiceNow knowledge base, and publishing state clarified over the turns.\n\nRecord any review assignments if mentioned.\n\nConversation so far:\nUser: Need executive briefing notes in ServiceNow knowledge.\nAssistant: Plan:\n1. assign(x_campaign_info) -> x_campaign_info\n2. assign(x_salesforce_campaign_depends_on) -> x_salesforce_campaign_depends_on\n3. assign(x_salesforce_campaign_api_task) -> x_salesforce_campaign_api_task\n4. salesforce_create_campaign_api(x_campaign_info, x_salesforce_campaign_depends_on, x_salesforce_campaign_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_campaign_info: Capture Salesforce event campaign for executive briefing: record fields such as event name, date/time, attendee list, agenda, presentation materials, speakers, key takeaways; note target ServiceNow knowledge base and desired publishing state; record any review assignments mentioned.\n- x_salesforce_campaign_depends_on: null\n- x_salesforce_campaign_api_task: capture Salesforce event campaign details to prepare executive briefing notes for ServiceNow knowledge\n- x: {\n \"API name\": \"salesforce_create_campaign_api\",\n \"Success\": false,\n \"Error\": {\n \"Summary\": \"Salesforce API request failed: Malformed request\",\n \"Message\": \"No such column 'AccountId' on sobject of type Campaign\",\n \"ErrorCode\": \"INVALID_FIELD\",\n \"Endpoint\": \"https://semusitechnologies-dev-ed.develop.my.salesforce.com/services/data/v59.0/composite/tree/Campaign\"\n }\n}\n- y_change_request_info: Create executive briefing notes in ServiceNow knowledge base 'Executive Briefings KB' using captured Salesforce campaign content; set publishing state as clarified in the conversation (e.g., Draft/Review/Published) and assign reviewers as specified.\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: create ServiceNow change request to publish executive briefing notes from Salesforce campaign and record reviewer assignments\n- y: {\n \"Revenue\": {\n \"TotalIncome\": 795070.77,\n \"RevenueBreakdown\": [\n {\n \"Source\": \"Design income\",\n \"Amount\": 2250.00\n },\n {\n \"Source\": \"Discounts given\",\n \"Amount\": -89.50\n },\n {\n \"Source\": \"Landscaping Services\",\n \"Amount\": 6513.97\n },\n {\n \"Source\": \"Pest Control Services\",\n \"Amount\": 110.00\n },\n {\n \"Source\": \"Sales of Product Income\",\n \"Amount\": 912.75\n },\n {\n \"Source\": \"Services\",\n \"Amount\": 785373.55\n }\n ],\n \"reasoning\": {\n \"effort\": \"medium\"\n }\n },\n \"CostOfGoodsSold\": {\n \"TotalCOGS\": 405.00,\n \"GrossProfit\": 794665.77\n },\n \"OperatingExpenses\": {\n \"FixedCosts\": 0,\n \"VariableCosts\": 5237.31,\n \"CategorizedExpenses\": {\n \"Advertising\": 74.86,\n \"Automobile\": {\n \"Total\": 463.37,\n \"Details\": {\n \"Fuel\": 349.41\n }\n },\n \"Equipment Rental\": 112.00,\n \"Insurance\": 241.23,\n \"Job Expenses\": {\n \"Total\": 957.89,\n \"Details\": {\n \"Job Materials\": 802.82\n }\n },\n \"Legal & Professional Fees\": {\n \"Total\": 1170.00,\n \"Details\": {\n \"Accounting\": 640.00,\n \"Bookkeeper\": 55.00,\n \"Lawyer\": 400.00\n }\n },\n \"Maintenance and Repair\": 940.00,\n \"Meals and Entertainment\": 28.49,\n \"Office Expenses\": 18.08,\n \"Rent or Lease\": 900.00,\n \"Utilities\": {\n \"Total\": 331.39,\n \"Details\": {\n \"Gas and Electric\": 200.53,\n \"Telephone\": 130.86\n }\n }\n }\n },\n \"NetOperatingIncome\": {\n \"OperatingProfit\": 789428.46\n },\n \"NonOperatingItems\": {\n \"OtherIncome\": 0,\n \"OtherExpenses\": 2916.00\n },\n \"NetProfit\": {\n \"TotalProfitLoss\": 786512.46,\n \"ProfitMargins\": {\n \"GrossMarginPercentage\": 99.95,\n \"NetProfitMargin\": 98.92\n }\n }\n}\nUser: Use Salesforce campaign 'FY24 Executive Summit' and grab the Briefing_Notes__c field from attendees flagged VIP.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Briefing_Notes__c for attendees flagged VIP in the Salesforce campaign 'FY24 Executive Summit'. Query CampaignMember/Contact where Campaign.Name='FY24 Executive Summit' AND (CampaignMember.VIP__c=true OR Contact.VIP__c=true). Return Contact.Id, Contact.Name, Contact.Email, Briefing_Notes__c, CampaignMember.Status.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch Briefing_Notes__c and contact details for VIP attendees of campaign 'FY24 Executive Summit'\n- x: None\n\nUser: Publish articles in ServiceNow knowledge base 'Executive Briefings' with workflow_state='Draft' and assign to the Corporate Comms group.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n5. assign(y_change_request_info) -> y_change_request_info\n6. assign(y_servicenow_change_request_depends_on) -> y_servicenow_change_request_depends_on\n7. assign(y_servicenow_change_request_api_task) -> y_servicenow_change_request_api_task\n8. service_now_create_change_request_api(y_change_request_info, y_servicenow_change_request_depends_on, y_servicenow_change_request_api_task) -> y\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Briefing_Notes__c for attendees flagged VIP in the Salesforce campaign 'FY24 Executive Summit'. Query CampaignMember/Contact where Campaign.Name='FY24 Executive Summit' AND (CampaignMember.VIP__c=true OR Contact.VIP__c=true). Return Contact.Id, Contact.Name, Contact.Email, Briefing_Notes__c, CampaignMember.Status.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Fetch Briefing_Notes__c and contact details for VIP attendees of campaign 'FY24 Executive Summit'\n- x: None\n- y_change_request_info: Publish articles in ServiceNow knowledge base 'Executive Briefings' using Briefing_Notes__c from VIP attendees of Salesforce campaign 'FY24 Executive Summit'; set workflow_state='Draft' and assign articles to the 'Corporate Comms' group.\n- y_servicenow_change_request_depends_on: x\n- y_servicenow_change_request_api_task: Create ServiceNow change request to publish briefing notes as Draft KB articles in 'Executive Briefings' and assign to Corporate Comms\n- y: None" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T11:23:31.293611+00:00", + "idx": 33, + "task": "Highlight ServiceNow incidents impacting Salesforce billing records", + "prompt": "You are the vendor liaison translating ServiceNow incident queues into Salesforce billing safeguards.\n\nCapture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and return fields clarified across turns.\n\nNote any escalation owners if mentioned.\n\nConversation so far:\nUser: Need incidents blocking Salesforce billing updates.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: 50\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,assignment_group,vendor,escalation_owner,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents blocking Salesforce billing updates; capture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and any escalation owners\n- x: The ServiceNow API call succeeded but returned no incidents (empty list).\n\nIf you expected results, you can try:\n- Check or broaden filters (date range, state, assignment group, priority).\n- Confirm the correct instance/environment and credentials/permissions.\n- Include closed/resolved incidents or remove limiting criteria.\n- Verify there are no typos in query parameters.\n\nWould you like me to re-run the query with specific filters (e.g., date range, state, assignment group) or create a new incident? If so, tell me the details.\nUser: Focus on ServiceNow incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true^vendorLIKECloudLink^priority=2^state=Awaiting Vendor\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: 50\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,assignment_group,vendor,escalation_owner,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor'; capture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and any escalation owners\n- x: The ServiceNow query succeeded but returned no incidents (incidents: []). Possible reasons and next steps:\n\nPossible reasons\n- Filters were too narrow (date range, state, assignment group, priority, etc.).\n- Query excluded closed/resolved incidents.\n- Wrong instance/environment or insufficient API permissions.\n- Typo or incorrect field names in the query.\n\nSuggested next actions (pick one)\n- Re-run the query with broader filters. Examples you can ask me to use:\n - Date range: last 30 days or StartPeriod=2025-10-01 to EndPeriod=2025-11-08\n - Include states: New, In Progress, Resolved, Closed\n - Assignment group: (e.g., \"IT Support\") or remove assignment group filter\n - Priority: 1-3\n - No filters (return most recent 50 incidents)\n- Verify instance/credentials and permissions (I can flag this if you want me to check error logs or headers).\n- Create a new incident \u2014 if you want this, tell me: short description, detailed description, priority, assignment group, and caller.\n\nTell me which option and any filter values you want and I\u2019ll re-run the query or create the incident.\n\nUser: Return Incident Number, Vendor_Case_Reference__c, and the linked Salesforce Billing_Id__c so finance can escalate.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HK8PD6DHQHXA0PCSZH576N", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true^vendorLIKECloudLink^priority=2^state=Awaiting Vendor\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: 50\n- x_incident_query_fields: number,Vendor_Case_Reference__c,Billing_Id__c\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor' and return Incident Number, Vendor_Case_Reference__c, and linked Salesforce Billing_Id__c for finance escalation\n- x: {\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The API call succeeded but returned no incidents.\",\n \"recommendedActions\": [\n \"Broaden or remove filters (expand date range, include more states such as Resolved/Closed, remove assignment_group or priority filters).\",\n \"Verify you queried the correct ServiceNow instance and that the API credentials have sufficient permissions to read incidents.\",\n \"Re-run the query with no filters to return the most recent 50 incidents to confirm data presence.\",\n \"Create a new incident if you expected no existing records and need to log an issue.\"\n ],\n \"requeryExamples\": [\n {\n \"exampleName\": \"Last 30 days\",\n \"queryHint\": \"date range = last 30 days\"\n },\n {\n \"exampleName\": \"Specific date range\",\n \"queryHint\": \"StartPeriod=2025-10-01, EndPeriod=2025-11-08\"\n },\n {\n \"exampleName\": \"Include all states\",\n \"queryHint\": \"state = New, In Progress, Resolved, Closed\"\n },\n {\n \"exampleName\": \"No filters\",\n \"queryHint\": \"return most recent 50 incidents\"\n }\n ],\n \"nextStepPrompt\": \"If you'd like, tell me which re-query filters to use (or provide incident details to create one) and I will run the action.\"\n}", + "expected_fragments": [ + "vendor=CloudLink", + "priority=2", + "state=Awaiting Vendor", + "Fields: Number, Vendor_Case_Reference__c, Salesforce_Billing_Id__c" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Highlight ServiceNow incidents impacting Salesforce billing records", + "idx": 33, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-33-1762600855341", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true^vendorLIKECloudLink^priority=2^state=Awaiting Vendor", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "ORDERBYDESCpriority", + "x_incident_query_limit": "50", + "x_incident_query_fields": "number,Vendor_Case_Reference__c,Billing_Id__c", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Find incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor' and return Incident Number, Vendor_Case_Reference__c, and linked Salesforce Billing_Id__c for finance escalation", + "x": "{\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The API call succeeded but returned no incidents.\",\n \"recommendedActions\": [\n \"Broaden or remove filters (expand date range, include more states such as Resolved/Closed, remove assignment_group or priority filters).\",\n \"Verify you queried the correct ServiceNow instance and that the API credentials have sufficient permissions to read incidents.\",\n \"Re-run the query with no filters to return the most recent 50 incidents to confirm data presence.\",\n \"Create a new incident if you expected no existing records and need to log an issue.\"\n ],\n \"requeryExamples\": [\n {\n \"exampleName\": \"Last 30 days\",\n \"queryHint\": \"date range = last 30 days\"\n },\n {\n \"exampleName\": \"Specific date range\",\n \"queryHint\": \"StartPeriod=2025-10-01, EndPeriod=2025-11-08\"\n },\n {\n \"exampleName\": \"Include all states\",\n \"queryHint\": \"state = New, In Progress, Resolved, Closed\"\n },\n {\n \"exampleName\": \"No filters\",\n \"queryHint\": \"return most recent 50 incidents\"\n }\n ],\n \"nextStepPrompt\": \"If you'd like, tell me which re-query filters to use (or provide incident details to create one) and I will run the action.\"\n}" + } + }, + "variables": { + "x_incident_query": "short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true^vendorLIKECloudLink^priority=2^state=Awaiting Vendor", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "ORDERBYDESCpriority", + "x_incident_query_limit": "50", + "x_incident_query_fields": "number,Vendor_Case_Reference__c,Billing_Id__c", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Find incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor' and return Incident Number, Vendor_Case_Reference__c, and linked Salesforce Billing_Id__c for finance escalation", + "x": "{\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The API call succeeded but returned no incidents.\",\n \"recommendedActions\": [\n \"Broaden or remove filters (expand date range, include more states such as Resolved/Closed, remove assignment_group or priority filters).\",\n \"Verify you queried the correct ServiceNow instance and that the API credentials have sufficient permissions to read incidents.\",\n \"Re-run the query with no filters to return the most recent 50 incidents to confirm data presence.\",\n \"Create a new incident if you expected no existing records and need to log an issue.\"\n ],\n \"requeryExamples\": [\n {\n \"exampleName\": \"Last 30 days\",\n \"queryHint\": \"date range = last 30 days\"\n },\n {\n \"exampleName\": \"Specific date range\",\n \"queryHint\": \"StartPeriod=2025-10-01, EndPeriod=2025-11-08\"\n },\n {\n \"exampleName\": \"Include all states\",\n \"queryHint\": \"state = New, In Progress, Resolved, Closed\"\n },\n {\n \"exampleName\": \"No filters\",\n \"queryHint\": \"return most recent 50 incidents\"\n }\n ],\n \"nextStepPrompt\": \"If you'd like, tell me which re-query filters to use (or provide incident details to create one) and I will run the action.\"\n}" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need incidents blocking Salesforce billing updates.", + "prompt": "You are the vendor liaison translating ServiceNow incident queues into Salesforce billing safeguards.\n\nCapture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and return fields clarified across turns.\n\nNote any escalation owners if mentioned.\n\nUser: Need incidents blocking Salesforce billing updates.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: 50\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,assignment_group,vendor,escalation_owner,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents blocking Salesforce billing updates; capture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and any escalation owners\n- x: The ServiceNow API call succeeded but returned no incidents (empty list).\n\nIf you expected results, you can try:\n- Check or broaden filters (date range, state, assignment group, priority).\n- Confirm the correct instance/environment and credentials/permissions.\n- Include closed/resolved incidents or remove limiting criteria.\n- Verify there are no typos in query parameters.\n\nWould you like me to re-run the query with specific filters (e.g., date range, state, assignment group) or create a new incident? If so, tell me the details." + }, + { + "turn_index": 1, + "user": "Focus on ServiceNow incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor'.", + "prompt": "You are the vendor liaison translating ServiceNow incident queues into Salesforce billing safeguards.\n\nCapture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and return fields clarified across turns.\n\nNote any escalation owners if mentioned.\n\nConversation so far:\nUser: Need incidents blocking Salesforce billing updates.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: 50\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,assignment_group,vendor,escalation_owner,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents blocking Salesforce billing updates; capture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and any escalation owners\n- x: The ServiceNow API call succeeded but returned no incidents (empty list).\n\nIf you expected results, you can try:\n- Check or broaden filters (date range, state, assignment group, priority).\n- Confirm the correct instance/environment and credentials/permissions.\n- Include closed/resolved incidents or remove limiting criteria.\n- Verify there are no typos in query parameters.\n\nWould you like me to re-run the query with specific filters (e.g., date range, state, assignment group) or create a new incident? If so, tell me the details.\n\nUser: Focus on ServiceNow incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true^vendorLIKECloudLink^priority=2^state=Awaiting Vendor\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: 50\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,assignment_group,vendor,escalation_owner,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor'; capture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and any escalation owners\n- x: The ServiceNow query succeeded but returned no incidents (incidents: []). Possible reasons and next steps:\n\nPossible reasons\n- Filters were too narrow (date range, state, assignment group, priority, etc.).\n- Query excluded closed/resolved incidents.\n- Wrong instance/environment or insufficient API permissions.\n- Typo or incorrect field names in the query.\n\nSuggested next actions (pick one)\n- Re-run the query with broader filters. Examples you can ask me to use:\n - Date range: last 30 days or StartPeriod=2025-10-01 to EndPeriod=2025-11-08\n - Include states: New, In Progress, Resolved, Closed\n - Assignment group: (e.g., \"IT Support\") or remove assignment group filter\n - Priority: 1-3\n - No filters (return most recent 50 incidents)\n- Verify instance/credentials and permissions (I can flag this if you want me to check error logs or headers).\n- Create a new incident \u2014 if you want this, tell me: short description, detailed description, priority, assignment group, and caller.\n\nTell me which option and any filter values you want and I\u2019ll re-run the query or create the incident." + }, + { + "turn_index": 2, + "user": "Return Incident Number, Vendor_Case_Reference__c, and the linked Salesforce Billing_Id__c so finance can escalate.", + "prompt": "You are the vendor liaison translating ServiceNow incident queues into Salesforce billing safeguards.\n\nCapture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and return fields clarified across turns.\n\nNote any escalation owners if mentioned.\n\nConversation so far:\nUser: Need incidents blocking Salesforce billing updates.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: 50\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,assignment_group,vendor,escalation_owner,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents blocking Salesforce billing updates; capture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and any escalation owners\n- x: The ServiceNow API call succeeded but returned no incidents (empty list).\n\nIf you expected results, you can try:\n- Check or broaden filters (date range, state, assignment group, priority).\n- Confirm the correct instance/environment and credentials/permissions.\n- Include closed/resolved incidents or remove limiting criteria.\n- Verify there are no typos in query parameters.\n\nWould you like me to re-run the query with specific filters (e.g., date range, state, assignment group) or create a new incident? If so, tell me the details.\nUser: Focus on ServiceNow incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true^vendorLIKECloudLink^priority=2^state=Awaiting Vendor\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: 50\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,assignment_group,vendor,escalation_owner,sys_updated_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor'; capture ServiceNow vendor filter, priority, state, Salesforce billing object linkage, and any escalation owners\n- x: The ServiceNow query succeeded but returned no incidents (incidents: []). Possible reasons and next steps:\n\nPossible reasons\n- Filters were too narrow (date range, state, assignment group, priority, etc.).\n- Query excluded closed/resolved incidents.\n- Wrong instance/environment or insufficient API permissions.\n- Typo or incorrect field names in the query.\n\nSuggested next actions (pick one)\n- Re-run the query with broader filters. Examples you can ask me to use:\n - Date range: last 30 days or StartPeriod=2025-10-01 to EndPeriod=2025-11-08\n - Include states: New, In Progress, Resolved, Closed\n - Assignment group: (e.g., \"IT Support\") or remove assignment group filter\n - Priority: 1-3\n - No filters (return most recent 50 incidents)\n- Verify instance/credentials and permissions (I can flag this if you want me to check error logs or headers).\n- Create a new incident \u2014 if you want this, tell me: short description, detailed description, priority, assignment group, and caller.\n\nTell me which option and any filter values you want and I\u2019ll re-run the query or create the incident.\n\nUser: Return Incident Number, Vendor_Case_Reference__c, and the linked Salesforce Billing_Id__c so finance can escalate.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEbilling^short_descriptionLIKsalesforce^short_descriptionLIKEblock^active=true^vendorLIKECloudLink^priority=2^state=Awaiting Vendor\n- x_incident_query_aggregate: null\n- x_incident_query_sort: ORDERBYDESCpriority\n- x_incident_query_limit: 50\n- x_incident_query_fields: number,Vendor_Case_Reference__c,Billing_Id__c\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find incidents for vendor 'CloudLink' with priority 2 in state 'Awaiting Vendor' and return Incident Number, Vendor_Case_Reference__c, and linked Salesforce Billing_Id__c for finance escalation\n- x: {\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The API call succeeded but returned no incidents.\",\n \"recommendedActions\": [\n \"Broaden or remove filters (expand date range, include more states such as Resolved/Closed, remove assignment_group or priority filters).\",\n \"Verify you queried the correct ServiceNow instance and that the API credentials have sufficient permissions to read incidents.\",\n \"Re-run the query with no filters to return the most recent 50 incidents to confirm data presence.\",\n \"Create a new incident if you expected no existing records and need to log an issue.\"\n ],\n \"requeryExamples\": [\n {\n \"exampleName\": \"Last 30 days\",\n \"queryHint\": \"date range = last 30 days\"\n },\n {\n \"exampleName\": \"Specific date range\",\n \"queryHint\": \"StartPeriod=2025-10-01, EndPeriod=2025-11-08\"\n },\n {\n \"exampleName\": \"Include all states\",\n \"queryHint\": \"state = New, In Progress, Resolved, Closed\"\n },\n {\n \"exampleName\": \"No filters\",\n \"queryHint\": \"return most recent 50 incidents\"\n }\n ],\n \"nextStepPrompt\": \"If you'd like, tell me which re-query filters to use (or provide incident details to create one) and I will run the action.\"\n}" + } + ], + "matched_fragments": [ + "priority=2", + "state=Awaiting Vendor" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T11:27:33.595906+00:00", + "idx": 34, + "task": "Coordinate Salesforce onboarding tasks with ServiceNow provisioning", + "prompt": "You are the onboarding workflow planner aligning Salesforce implementation tasks with ServiceNow catalog fulfillment.\n\nCapture the Salesforce task filters, ServiceNow catalog item dependencies, status expectations, and return fields clarified during the dialogue.\n\nNote any follow-up dashboards if mentioned.\n\nConversation so far:\nUser: Need onboarding tasks tied to provisioning requests.\nAssistant: Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n5. assign(y_help_topic) -> y_help_topic\n6. assign(y_help_depends_on) -> y_help_depends_on\n7. assign(y_help_api_task) -> y_help_api_task\n8. help_api(y_help_topic, y_help_depends_on, y_help_api_task) -> y\n\nExecution Results:\n- x_multi_task_info: Create onboarding tasks in Salesforce tied to ServiceNow provisioning requests. Tasks should capture Salesforce task filters, map ServiceNow catalog item dependencies, define status expectations, and specify return fields; note any follow-up dashboards if mentioned.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Create onboarding tasks triggered by provisioning requests and capture mapping of filters, catalog dependencies, status expectations, return fields, and dashboard follow-ups.\n- x: {\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"Error\": {\n \"HasErrors\": true,\n \"Message\": \"Salesforce API request failed: Malformed request\",\n \"Details\": {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"errorMessage\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n },\n \"Recommendation\": \"Remove AccountId from the insert/update payload or update Salesforce field-level/security permissions so AccountId is writable for the integration user; then retry the request.\"\n}\n- y_help_topic: x\n- y_help_depends_on: x\n- y_help_api_task: Capture and document Salesforce task filters, ServiceNow catalog item dependencies, status expectations, return fields, and any follow-up dashboards for onboarding tasks tied to provisioning requests.\n- y: {\n \"HelpApiResult\": {\n \"Status\": \"NoResponse\",\n \"Message\": \"The help_api returned an empty response.\",\n \"SuggestedActions\": [\n \"Verify the help_api endpoint was called and returned data.\",\n \"Retry the API call and include any required parameters (e.g., topic or command).\",\n \"If you intended to request usage information, specify the topic (for example: {\\\"topic\\\": \\\"profit_loss_api\\\"}).\"\n ],\n \"ExampleRequests\": [\n {\n \"endpoint\": \"help_api\",\n \"parameters\": {\n \"topic\": \"profit_loss_api\"\n }\n },\n {\n \"endpoint\": \"help_api\",\n \"parameters\": {\n \"topic\": \"authentication\"\n }\n }\n ]\n }\n}\nUser: Filter Salesforce tasks created between August 5 2024 and August 9 2024 tagged with Provisioning_Request__c.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce Task records created between 2024-08-05 and 2024-08-09 (inclusive) where Provisioning_Request__c = true. Return fields: Id, Subject, CreatedDate, Status, Priority, OwnerId, WhatId, Provisioning_Request__c, Description.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Filter Salesforce tasks created between 2024-08-05 and 2024-08-09 tagged with Provisioning_Request__c and return key fields for review\n- x: null\n\nUser: Only include ones linked to ServiceNow catalog item 'Secure VPN Token', status 'Not Started', and return Task Owner, DueDate, plus ServiceNow Request ID.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HKF4GGV82G1AF8YRG8B8DZ", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce Task records created BETWEEN 2024-08-05 AND 2024-08-09 (inclusive) where Provisioning_Request__c = true, linked to the ServiceNow catalog item 'Secure VPN Token', and Status = 'Not Started'. Return fields: Task Owner (OwnerId), DueDate (ActivityDate), and ServiceNow Request ID (ServiceNow_Request_ID__c or equivalent).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Filter Salesforce tasks created between 2024-08-05 and 2024-08-09 tagged with Provisioning_Request__c, linked to ServiceNow catalog item 'Secure VPN Token', with status 'Not Started'; return Task Owner, DueDate, and ServiceNow Request ID.\n- x: None", + "expected_fragments": [ + "CreatedDate BETWEEN August 5 2024 AND August 9 2024", + "Provisioning_Request__c NOT NULL", + "Linked ServiceNow catalog item = Secure VPN Token", + "Status = Not Started", + "Fields: Owner.Name, ActivityDate, ServiceNow_Request_ID__c" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Coordinate Salesforce onboarding tasks with ServiceNow provisioning", + "idx": 34, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-34-1762601016296", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Retrieve Salesforce Task records created BETWEEN 2024-08-05 AND 2024-08-09 (inclusive) where Provisioning_Request__c = true, linked to the ServiceNow catalog item 'Secure VPN Token', and Status = 'Not Started'. Return fields: Task Owner (OwnerId), DueDate (ActivityDate), and ServiceNow Request ID (ServiceNow_Request_ID__c or equivalent).", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Filter Salesforce tasks created between 2024-08-05 and 2024-08-09 tagged with Provisioning_Request__c, linked to ServiceNow catalog item 'Secure VPN Token', with status 'Not Started'; return Task Owner, DueDate, and ServiceNow Request ID.", + "x": "None" + } + }, + "variables": { + "x_salesforce_query_info": "Retrieve Salesforce Task records created BETWEEN 2024-08-05 AND 2024-08-09 (inclusive) where Provisioning_Request__c = true, linked to the ServiceNow catalog item 'Secure VPN Token', and Status = 'Not Started'. Return fields: Task Owner (OwnerId), DueDate (ActivityDate), and ServiceNow Request ID (ServiceNow_Request_ID__c or equivalent).", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Filter Salesforce tasks created between 2024-08-05 and 2024-08-09 tagged with Provisioning_Request__c, linked to ServiceNow catalog item 'Secure VPN Token', with status 'Not Started'; return Task Owner, DueDate, and ServiceNow Request ID.", + "x": "None" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need onboarding tasks tied to provisioning requests.", + "prompt": "You are the onboarding workflow planner aligning Salesforce implementation tasks with ServiceNow catalog fulfillment.\n\nCapture the Salesforce task filters, ServiceNow catalog item dependencies, status expectations, and return fields clarified during the dialogue.\n\nNote any follow-up dashboards if mentioned.\n\nUser: Need onboarding tasks tied to provisioning requests.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n5. assign(y_help_topic) -> y_help_topic\n6. assign(y_help_depends_on) -> y_help_depends_on\n7. assign(y_help_api_task) -> y_help_api_task\n8. help_api(y_help_topic, y_help_depends_on, y_help_api_task) -> y\n\nExecution Results:\n- x_multi_task_info: Create onboarding tasks in Salesforce tied to ServiceNow provisioning requests. Tasks should capture Salesforce task filters, map ServiceNow catalog item dependencies, define status expectations, and specify return fields; note any follow-up dashboards if mentioned.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Create onboarding tasks triggered by provisioning requests and capture mapping of filters, catalog dependencies, status expectations, return fields, and dashboard follow-ups.\n- x: {\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"Error\": {\n \"HasErrors\": true,\n \"Message\": \"Salesforce API request failed: Malformed request\",\n \"Details\": {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"errorMessage\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n },\n \"Recommendation\": \"Remove AccountId from the insert/update payload or update Salesforce field-level/security permissions so AccountId is writable for the integration user; then retry the request.\"\n}\n- y_help_topic: x\n- y_help_depends_on: x\n- y_help_api_task: Capture and document Salesforce task filters, ServiceNow catalog item dependencies, status expectations, return fields, and any follow-up dashboards for onboarding tasks tied to provisioning requests.\n- y: {\n \"HelpApiResult\": {\n \"Status\": \"NoResponse\",\n \"Message\": \"The help_api returned an empty response.\",\n \"SuggestedActions\": [\n \"Verify the help_api endpoint was called and returned data.\",\n \"Retry the API call and include any required parameters (e.g., topic or command).\",\n \"If you intended to request usage information, specify the topic (for example: {\\\"topic\\\": \\\"profit_loss_api\\\"}).\"\n ],\n \"ExampleRequests\": [\n {\n \"endpoint\": \"help_api\",\n \"parameters\": {\n \"topic\": \"profit_loss_api\"\n }\n },\n {\n \"endpoint\": \"help_api\",\n \"parameters\": {\n \"topic\": \"authentication\"\n }\n }\n ]\n }\n}" + }, + { + "turn_index": 1, + "user": "Filter Salesforce tasks created between August 5 2024 and August 9 2024 tagged with Provisioning_Request__c.", + "prompt": "You are the onboarding workflow planner aligning Salesforce implementation tasks with ServiceNow catalog fulfillment.\n\nCapture the Salesforce task filters, ServiceNow catalog item dependencies, status expectations, and return fields clarified during the dialogue.\n\nNote any follow-up dashboards if mentioned.\n\nConversation so far:\nUser: Need onboarding tasks tied to provisioning requests.\nAssistant: Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n5. assign(y_help_topic) -> y_help_topic\n6. assign(y_help_depends_on) -> y_help_depends_on\n7. assign(y_help_api_task) -> y_help_api_task\n8. help_api(y_help_topic, y_help_depends_on, y_help_api_task) -> y\n\nExecution Results:\n- x_multi_task_info: Create onboarding tasks in Salesforce tied to ServiceNow provisioning requests. Tasks should capture Salesforce task filters, map ServiceNow catalog item dependencies, define status expectations, and specify return fields; note any follow-up dashboards if mentioned.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Create onboarding tasks triggered by provisioning requests and capture mapping of filters, catalog dependencies, status expectations, return fields, and dashboard follow-ups.\n- x: {\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"Error\": {\n \"HasErrors\": true,\n \"Message\": \"Salesforce API request failed: Malformed request\",\n \"Details\": {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"errorMessage\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n },\n \"Recommendation\": \"Remove AccountId from the insert/update payload or update Salesforce field-level/security permissions so AccountId is writable for the integration user; then retry the request.\"\n}\n- y_help_topic: x\n- y_help_depends_on: x\n- y_help_api_task: Capture and document Salesforce task filters, ServiceNow catalog item dependencies, status expectations, return fields, and any follow-up dashboards for onboarding tasks tied to provisioning requests.\n- y: {\n \"HelpApiResult\": {\n \"Status\": \"NoResponse\",\n \"Message\": \"The help_api returned an empty response.\",\n \"SuggestedActions\": [\n \"Verify the help_api endpoint was called and returned data.\",\n \"Retry the API call and include any required parameters (e.g., topic or command).\",\n \"If you intended to request usage information, specify the topic (for example: {\\\"topic\\\": \\\"profit_loss_api\\\"}).\"\n ],\n \"ExampleRequests\": [\n {\n \"endpoint\": \"help_api\",\n \"parameters\": {\n \"topic\": \"profit_loss_api\"\n }\n },\n {\n \"endpoint\": \"help_api\",\n \"parameters\": {\n \"topic\": \"authentication\"\n }\n }\n ]\n }\n}\n\nUser: Filter Salesforce tasks created between August 5 2024 and August 9 2024 tagged with Provisioning_Request__c.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce Task records created between 2024-08-05 and 2024-08-09 (inclusive) where Provisioning_Request__c = true. Return fields: Id, Subject, CreatedDate, Status, Priority, OwnerId, WhatId, Provisioning_Request__c, Description.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Filter Salesforce tasks created between 2024-08-05 and 2024-08-09 tagged with Provisioning_Request__c and return key fields for review\n- x: null" + }, + { + "turn_index": 2, + "user": "Only include ones linked to ServiceNow catalog item 'Secure VPN Token', status 'Not Started', and return Task Owner, DueDate, plus ServiceNow Request ID.", + "prompt": "You are the onboarding workflow planner aligning Salesforce implementation tasks with ServiceNow catalog fulfillment.\n\nCapture the Salesforce task filters, ServiceNow catalog item dependencies, status expectations, and return fields clarified during the dialogue.\n\nNote any follow-up dashboards if mentioned.\n\nConversation so far:\nUser: Need onboarding tasks tied to provisioning requests.\nAssistant: Plan:\n1. assign(x_multi_task_info) -> x_multi_task_info\n2. assign(x_salesforce_multiple_task_depends_on) -> x_salesforce_multiple_task_depends_on\n3. assign(x_salesforce_multiple_task_api_task) -> x_salesforce_multiple_task_api_task\n4. salesforce_create_multiple_task_api(x_multi_task_info, x_salesforce_multiple_task_depends_on, x_salesforce_multiple_task_api_task) -> x\n5. assign(y_help_topic) -> y_help_topic\n6. assign(y_help_depends_on) -> y_help_depends_on\n7. assign(y_help_api_task) -> y_help_api_task\n8. help_api(y_help_topic, y_help_depends_on, y_help_api_task) -> y\n\nExecution Results:\n- x_multi_task_info: Create onboarding tasks in Salesforce tied to ServiceNow provisioning requests. Tasks should capture Salesforce task filters, map ServiceNow catalog item dependencies, define status expectations, and specify return fields; note any follow-up dashboards if mentioned.\n- x_salesforce_multiple_task_depends_on: null\n- x_salesforce_multiple_task_api_task: Create onboarding tasks triggered by provisioning requests and capture mapping of filters, catalog dependencies, status expectations, return fields, and dashboard follow-ups.\n- x: {\n \"API\": \"salesforce_create_multiple_task_api\",\n \"Success\": false,\n \"Error\": {\n \"HasErrors\": true,\n \"Message\": \"Salesforce API request failed: Malformed request\",\n \"Details\": {\n \"referenceId\": \"ref1\",\n \"statusCode\": \"INVALID_FIELD_FOR_INSERT_UPDATE\",\n \"errorMessage\": \"Unable to create/update fields: AccountId. Please check the security settings of this field and verify that it is read/write for your profile or permission set.\",\n \"fields\": [\n \"AccountId\"\n ]\n }\n },\n \"Recommendation\": \"Remove AccountId from the insert/update payload or update Salesforce field-level/security permissions so AccountId is writable for the integration user; then retry the request.\"\n}\n- y_help_topic: x\n- y_help_depends_on: x\n- y_help_api_task: Capture and document Salesforce task filters, ServiceNow catalog item dependencies, status expectations, return fields, and any follow-up dashboards for onboarding tasks tied to provisioning requests.\n- y: {\n \"HelpApiResult\": {\n \"Status\": \"NoResponse\",\n \"Message\": \"The help_api returned an empty response.\",\n \"SuggestedActions\": [\n \"Verify the help_api endpoint was called and returned data.\",\n \"Retry the API call and include any required parameters (e.g., topic or command).\",\n \"If you intended to request usage information, specify the topic (for example: {\\\"topic\\\": \\\"profit_loss_api\\\"}).\"\n ],\n \"ExampleRequests\": [\n {\n \"endpoint\": \"help_api\",\n \"parameters\": {\n \"topic\": \"profit_loss_api\"\n }\n },\n {\n \"endpoint\": \"help_api\",\n \"parameters\": {\n \"topic\": \"authentication\"\n }\n }\n ]\n }\n}\nUser: Filter Salesforce tasks created between August 5 2024 and August 9 2024 tagged with Provisioning_Request__c.\nAssistant: Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce Task records created between 2024-08-05 and 2024-08-09 (inclusive) where Provisioning_Request__c = true. Return fields: Id, Subject, CreatedDate, Status, Priority, OwnerId, WhatId, Provisioning_Request__c, Description.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Filter Salesforce tasks created between 2024-08-05 and 2024-08-09 tagged with Provisioning_Request__c and return key fields for review\n- x: null\n\nUser: Only include ones linked to ServiceNow catalog item 'Secure VPN Token', status 'Not Started', and return Task Owner, DueDate, plus ServiceNow Request ID.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce Task records created BETWEEN 2024-08-05 AND 2024-08-09 (inclusive) where Provisioning_Request__c = true, linked to the ServiceNow catalog item 'Secure VPN Token', and Status = 'Not Started'. Return fields: Task Owner (OwnerId), DueDate (ActivityDate), and ServiceNow Request ID (ServiceNow_Request_ID__c or equivalent).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Filter Salesforce tasks created between 2024-08-05 and 2024-08-09 tagged with Provisioning_Request__c, linked to ServiceNow catalog item 'Secure VPN Token', with status 'Not Started'; return Task Owner, DueDate, and ServiceNow Request ID.\n- x: None" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-08T11:37:23.526349+00:00", + "idx": 35, + "task": "Audit ServiceNow knowledge for Salesforce release readiness", + "prompt": "You are the knowledge lifecycle owner ensuring ServiceNow documentation covers Salesforce release changes.\n\nCapture ServiceNow knowledge base filter, workflow state, Salesforce release tag, and review window clarified across turns.\n\nInclude any export flags if provided.\n\nConversation so far:\nUser: Which knowledge articles are missing the latest Salesforce release notes?\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: release_tagNOTLIKElatest\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: sys_id,short_description,workflow_state,release_tag,next_review_date\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find knowledge articles missing the latest Salesforce release notes and capture knowledge base filter, workflow state, Salesforce release tag, and review window (review window to be clarified across turns)\n- x: I retrieved 91 incidents from ServiceNow. Quick summary and highlights:\n\n- Total incidents: 91\n- High\u2011priority / Critical / P1 incidents (explicitly flagged):\n - sys_id 0d4f8d4783703210b5a95c50ceaad31d \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\"\n - sys_id 344f414783703210b5a95c50ceaad30f \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\"\n - sys_id 93ace613837c7210b5a95c50ceaad306 \u2014 \"Email verification issue - High priority\"\n - sys_id 965d2653837c7210b5a95c50ceaad393 \u2014 \"High priority \u2014 Warehouse picking tablets freezing\"\n - sys_id eab1524b83b43210b5a95c50ceaad3fd \u2014 \"High-priority: Warehouse picking tablets freezing - urgent investigation required\"\n - sys_id f59e647b83f8f210b5a95c50ceaad33e \u2014 \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\"\n - sys_id 8d36f3dd83b43210b5a95c50ceaad3aa \u2014 \"Register P1 ServiceNow incident for VPN gateway timeouts affecting all remote reps\" (P1 registration)\n - sys_id 65cf998b83b03210b5a95c50ceaad33d \u2014 \"Create high-priority incident for Maya Patel: 'Picking tablets freezing post update'\"\n\n- Repeated / recurring issue: \"Picking tablets freezing\" appears frequently across the dataset (around 10 incidents referencing this issue, including multiple high\u2011priority reports and follow-ups). This looks like the single most common and potentially widespread problem.\n\n- Other notable outages / urgent items:\n - Email server issues: sys_id ed92e8d173d023002728660c4cf6a7bc \u2014 \"Email server is down.\" and several other email-related incidents (e.g., \"EMAIL Server Down Again\", \"Can't read email\", \"EMAIL is slow when an attachment is involved\").\n - Warehouse Wi\u2011Fi outages and related connectivity problems (multiple incidents: e.g., sys_ids 65ecfe53, 6ef4365f, bfa1207b, e01a8b57).\n - VPN gateway timing out for all remote reps: sys_id 7036f3dd83b43210b5a95c50ceaad37f\n - File server capacity / backups concerns: sys_ids 470af5afa9fe198101b324dd773ef379 (\"File Server is 80% full - Needs upgrade\"), 470d51a0a9fe1981006c20c825e48933 (\"Does not look like a backup occurred last night\")\n\nIf you want, I can:\n- Return the full incident list as CSV or JSON,\n- Filter incidents by priority keywords or by text (e.g., all \"Picking tablets\" incidents),\n- Deduplicate related incidents and group by issue, or\n- Create a short actionable escalation list (sys_id + short_description) for immediate attention. Which would you like next?\nUser: Stay within the 'Salesforce Enablement' knowledge base with workflow_state='Published'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: release_tagNOTLIKElatest^workflow_state=Published^knowledge_baseLIKESalesforce Enablement\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: sys_id,short_description,workflow_state,release_tag,next_review_date\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find knowledge articles in the 'Salesforce Enablement' knowledge base with workflow_state='Published' that are missing the latest Salesforce release notes; capture knowledge base filter, workflow state, Salesforce release tag, and review window (review window to be clarified across turns)\n- x: {\n \"total_incidents\": 91,\n \"high_priority_incidents\": {\n \"count\": 8,\n \"items\": [\n {\n \"sys_id\": \"0d4f8d4783703210b5a95c50ceaad31d\",\n \"short_description\": \"Picking tablets freezing post update - Denver (Critical/P1)\"\n },\n {\n \"sys_id\": \"344f414783703210b5a95c50ceaad30f\",\n \"short_description\": \"Picking tablets freezing post update - Denver (Critical/P1)\"\n },\n {\n \"sys_id\": \"93ace613837c7210b5a95c50ceaad306\",\n \"short_description\": \"Email verification issue - High priority\"\n },\n {\n \"sys_id\": \"965d2653837c7210b5a95c50ceaad393\",\n \"short_description\": \"High priority \u2014 Warehouse picking tablets freezing\"\n },\n {\n \"sys_id\": \"eab1524b83b43210b5a95c50ceaad3fd\",\n \"short_description\": \"High-priority: Warehouse picking tablets freezing - urgent investigation required\"\n },\n {\n \"sys_id\": \"f59e647b83f8f210b5a95c50ceaad33e\",\n \"short_description\": \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\"\n },\n {\n \"sys_id\": \"8d36f3dd83b43210b5a95c50ceaad3aa\",\n \"short_description\": \"Register P1 ServiceNow incident for VPN gateway timeouts affecting all remote reps\"\n },\n {\n \"sys_id\": \"65cf998b83b03210b5a95c50ceaad33d\",\n \"short_description\": \"Create high-priority incident for Maya Patel: 'Picking tablets freezing post update'\"\n }\n ]\n },\n \"top_incident_types\": [\n {\n \"type\": \"Picking tablets freezing\",\n \"count\": 11,\n \"examples\": [\n \"0d4f8d4783703210b5a95c50ceaad31d\",\n \"344f414783703210b5a95c50ceaad30f\",\n \"f59e647b83f8f210b5a95c50ceaad33e\"\n ]\n },\n {\n \"type\": \"Email-related issues\",\n \"count\": 9,\n \"examples\": [\n \"1c741bd70b2322007518478d83673af3\",\n \"47079b68a9fe198100a614a4c225c88d\",\n \"ed92e8d173d023002728660c4cf6a7bc\"\n ]\n },\n {\n \"type\": \"Warehouse Wi-Fi outage / firmware\",\n \"count\": 4,\n \"examples\": [\n \"65ecfe5383bc7210b5a95c50ceaad351\",\n \"6ef4365f83747210b5a95c50ceaad35c\",\n \"bfa1207b83b8f210b5a95c50ceaad319\"\n ]\n },\n {\n \"type\": \"VPN gateway / remote connectivity\",\n \"count\": 2,\n \"examples\": [\n \"7036f3dd83b43210b5a95c50ceaad37f\",\n \"8d36f3dd83b43210b5a95c50ceaad3aa\"\n ]\n },\n {\n \"type\": \"Password resets / access\",\n \"count\": 3,\n \"examples\": [\n \"46b66a40a9fe198101f243dfbc79033d\",\n \"47138238a9fe1981016e3762d1fd26d4\",\n \"9d3c1197c611228701cd1d94bc32d76d\"\n ]\n }\n ],\n \"incident_groups\": {\n \"picking_tablets_freezing\": [\n \"0d4f8d4783703210b5a95c50ceaad31d\",\n \"344f414783703210b5a95c50ceaad30f\",\n \"65cf998b83b03210b5a95c50ceaad33a\",\n \"65cf998b83b03210b5a95c50ceaad33d\",\n \"6de0de0383303210b5a95c50ceaad3e8\",\n \"9539958383b03210b5a95c50ceaad36b\",\n \"9539958383b03210b5a95c50ceaad36e\",\n \"965d2653837c7210b5a95c50ceaad393\",\n \"ad23698783303210b5a95c50ceaad3fd\",\n \"eab1524b83b43210b5a95c50ceaad3fd\",\n \"f59e647b83f8f210b5a95c50ceaad33e\"\n ],\n \"email_issues\": [\n \"1c741bd70b2322007518478d83673af3\",\n \"46cebb88a9fe1981014de1c831fbcf6d\",\n \"47079b68a9fe198100a614a4c225c88d\",\n \"9c573169c611228700193229fff72400\",\n \"9d3c1197c611228701cd1d94bc32d76d\",\n \"93ace613837c7210b5a95c50ceaad306\",\n \"965c9e5347c12200e0ef563dbb9a7156\",\n \"9face613837c7210b5a95c50ceaad30a\",\n \"ed92e8d173d023002728660c4cf6a7bc\"\n ],\n \"warehouse_wifi_outage\": [\n \"65ecfe5383bc7210b5a95c50ceaad351\",\n \"6ef4365f83747210b5a95c50ceaad35c\",\n \"bfa1207b83b8f210b5a95c50ceaad319\",\n \"e01a8b5783fc7210b5a95c50ceaad3e8\"\n ],\n \"vpn_gateway_timeouts\": [\n \"7036f3dd83b43210b5a95c50ceaad37f\",\n \"8d36f3dd83b43210b5a95c50ceaad3aa\"\n ]\n },\n \"recommendations\": {\n \"priority_actions\": [\n \"Immediately escalate and assign the 8 explicitly high\u2011priority/P1 incidents to on\u2011call teams (network for VPN/Wi\u2011Fi, endpoint/warehouse operations for picking tablets, and apps for email verification).\",\n \"Correlate and group the ~11 'picking tablets freezing' incidents (possible common root cause from a recent update) \u2014 open a single major incident to investigate rollout/patch and rollback options.\",\n \"Treat warehouse Wi\u2011Fi outages as a network incident group; check recent firmware changes and network device health across affected sites.\",\n \"For email server/verification issues, check service performance, authentication/SMTP logs, and recent changes; prioritize incidents flagged 'server down' and 'High priority'.\",\n \"De-duplicate and close 'Set to In Progress' and routine 'reset password' tickets after confirming resolution to reduce noise.\"\n ],\n \"operational_suggestions\": [\n \"Notify stakeholders for P1/incidents impacting operations (warehouse floor, remote reps) and provide status updates until resolved.\",\n \"Create temporary triage queue for recurring incident types (picking tablets, Wi\u2011Fi, email) to accelerate incident grouping and remediation.\",\n \"Capture versions/firmware/patch details and timestamps from affected endpoints to speed root\u2011cause analysis.\"\n ]\n }\n}\n\nUser: Find articles where Release_Tag__c != 'Summer24', last updated over 60 days ago, and queue them for review.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HKX9RTGT3B84GQ6BBZGHAF", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: Release_Tag__c!=Summer24^sys_updated_on x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: release_tagNOTLIKElatest\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: sys_id,short_description,workflow_state,release_tag,next_review_date\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find knowledge articles missing the latest Salesforce release notes and capture knowledge base filter, workflow state, Salesforce release tag, and review window (review window to be clarified across turns)\n- x: I retrieved 91 incidents from ServiceNow. Quick summary and highlights:\n\n- Total incidents: 91\n- High\u2011priority / Critical / P1 incidents (explicitly flagged):\n - sys_id 0d4f8d4783703210b5a95c50ceaad31d \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\"\n - sys_id 344f414783703210b5a95c50ceaad30f \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\"\n - sys_id 93ace613837c7210b5a95c50ceaad306 \u2014 \"Email verification issue - High priority\"\n - sys_id 965d2653837c7210b5a95c50ceaad393 \u2014 \"High priority \u2014 Warehouse picking tablets freezing\"\n - sys_id eab1524b83b43210b5a95c50ceaad3fd \u2014 \"High-priority: Warehouse picking tablets freezing - urgent investigation required\"\n - sys_id f59e647b83f8f210b5a95c50ceaad33e \u2014 \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\"\n - sys_id 8d36f3dd83b43210b5a95c50ceaad3aa \u2014 \"Register P1 ServiceNow incident for VPN gateway timeouts affecting all remote reps\" (P1 registration)\n - sys_id 65cf998b83b03210b5a95c50ceaad33d \u2014 \"Create high-priority incident for Maya Patel: 'Picking tablets freezing post update'\"\n\n- Repeated / recurring issue: \"Picking tablets freezing\" appears frequently across the dataset (around 10 incidents referencing this issue, including multiple high\u2011priority reports and follow-ups). This looks like the single most common and potentially widespread problem.\n\n- Other notable outages / urgent items:\n - Email server issues: sys_id ed92e8d173d023002728660c4cf6a7bc \u2014 \"Email server is down.\" and several other email-related incidents (e.g., \"EMAIL Server Down Again\", \"Can't read email\", \"EMAIL is slow when an attachment is involved\").\n - Warehouse Wi\u2011Fi outages and related connectivity problems (multiple incidents: e.g., sys_ids 65ecfe53, 6ef4365f, bfa1207b, e01a8b57).\n - VPN gateway timing out for all remote reps: sys_id 7036f3dd83b43210b5a95c50ceaad37f\n - File server capacity / backups concerns: sys_ids 470af5afa9fe198101b324dd773ef379 (\"File Server is 80% full - Needs upgrade\"), 470d51a0a9fe1981006c20c825e48933 (\"Does not look like a backup occurred last night\")\n\nIf you want, I can:\n- Return the full incident list as CSV or JSON,\n- Filter incidents by priority keywords or by text (e.g., all \"Picking tablets\" incidents),\n- Deduplicate related incidents and group by issue, or\n- Create a short actionable escalation list (sys_id + short_description) for immediate attention. Which would you like next?" + }, + { + "turn_index": 1, + "user": "Stay within the 'Salesforce Enablement' knowledge base with workflow_state='Published'.", + "prompt": "You are the knowledge lifecycle owner ensuring ServiceNow documentation covers Salesforce release changes.\n\nCapture ServiceNow knowledge base filter, workflow state, Salesforce release tag, and review window clarified across turns.\n\nInclude any export flags if provided.\n\nConversation so far:\nUser: Which knowledge articles are missing the latest Salesforce release notes?\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: release_tagNOTLIKElatest\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: sys_id,short_description,workflow_state,release_tag,next_review_date\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find knowledge articles missing the latest Salesforce release notes and capture knowledge base filter, workflow state, Salesforce release tag, and review window (review window to be clarified across turns)\n- x: I retrieved 91 incidents from ServiceNow. Quick summary and highlights:\n\n- Total incidents: 91\n- High\u2011priority / Critical / P1 incidents (explicitly flagged):\n - sys_id 0d4f8d4783703210b5a95c50ceaad31d \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\"\n - sys_id 344f414783703210b5a95c50ceaad30f \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\"\n - sys_id 93ace613837c7210b5a95c50ceaad306 \u2014 \"Email verification issue - High priority\"\n - sys_id 965d2653837c7210b5a95c50ceaad393 \u2014 \"High priority \u2014 Warehouse picking tablets freezing\"\n - sys_id eab1524b83b43210b5a95c50ceaad3fd \u2014 \"High-priority: Warehouse picking tablets freezing - urgent investigation required\"\n - sys_id f59e647b83f8f210b5a95c50ceaad33e \u2014 \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\"\n - sys_id 8d36f3dd83b43210b5a95c50ceaad3aa \u2014 \"Register P1 ServiceNow incident for VPN gateway timeouts affecting all remote reps\" (P1 registration)\n - sys_id 65cf998b83b03210b5a95c50ceaad33d \u2014 \"Create high-priority incident for Maya Patel: 'Picking tablets freezing post update'\"\n\n- Repeated / recurring issue: \"Picking tablets freezing\" appears frequently across the dataset (around 10 incidents referencing this issue, including multiple high\u2011priority reports and follow-ups). This looks like the single most common and potentially widespread problem.\n\n- Other notable outages / urgent items:\n - Email server issues: sys_id ed92e8d173d023002728660c4cf6a7bc \u2014 \"Email server is down.\" and several other email-related incidents (e.g., \"EMAIL Server Down Again\", \"Can't read email\", \"EMAIL is slow when an attachment is involved\").\n - Warehouse Wi\u2011Fi outages and related connectivity problems (multiple incidents: e.g., sys_ids 65ecfe53, 6ef4365f, bfa1207b, e01a8b57).\n - VPN gateway timing out for all remote reps: sys_id 7036f3dd83b43210b5a95c50ceaad37f\n - File server capacity / backups concerns: sys_ids 470af5afa9fe198101b324dd773ef379 (\"File Server is 80% full - Needs upgrade\"), 470d51a0a9fe1981006c20c825e48933 (\"Does not look like a backup occurred last night\")\n\nIf you want, I can:\n- Return the full incident list as CSV or JSON,\n- Filter incidents by priority keywords or by text (e.g., all \"Picking tablets\" incidents),\n- Deduplicate related incidents and group by issue, or\n- Create a short actionable escalation list (sys_id + short_description) for immediate attention. Which would you like next?\n\nUser: Stay within the 'Salesforce Enablement' knowledge base with workflow_state='Published'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: release_tagNOTLIKElatest^workflow_state=Published^knowledge_baseLIKESalesforce Enablement\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: sys_id,short_description,workflow_state,release_tag,next_review_date\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find knowledge articles in the 'Salesforce Enablement' knowledge base with workflow_state='Published' that are missing the latest Salesforce release notes; capture knowledge base filter, workflow state, Salesforce release tag, and review window (review window to be clarified across turns)\n- x: {\n \"total_incidents\": 91,\n \"high_priority_incidents\": {\n \"count\": 8,\n \"items\": [\n {\n \"sys_id\": \"0d4f8d4783703210b5a95c50ceaad31d\",\n \"short_description\": \"Picking tablets freezing post update - Denver (Critical/P1)\"\n },\n {\n \"sys_id\": \"344f414783703210b5a95c50ceaad30f\",\n \"short_description\": \"Picking tablets freezing post update - Denver (Critical/P1)\"\n },\n {\n \"sys_id\": \"93ace613837c7210b5a95c50ceaad306\",\n \"short_description\": \"Email verification issue - High priority\"\n },\n {\n \"sys_id\": \"965d2653837c7210b5a95c50ceaad393\",\n \"short_description\": \"High priority \u2014 Warehouse picking tablets freezing\"\n },\n {\n \"sys_id\": \"eab1524b83b43210b5a95c50ceaad3fd\",\n \"short_description\": \"High-priority: Warehouse picking tablets freezing - urgent investigation required\"\n },\n {\n \"sys_id\": \"f59e647b83f8f210b5a95c50ceaad33e\",\n \"short_description\": \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\"\n },\n {\n \"sys_id\": \"8d36f3dd83b43210b5a95c50ceaad3aa\",\n \"short_description\": \"Register P1 ServiceNow incident for VPN gateway timeouts affecting all remote reps\"\n },\n {\n \"sys_id\": \"65cf998b83b03210b5a95c50ceaad33d\",\n \"short_description\": \"Create high-priority incident for Maya Patel: 'Picking tablets freezing post update'\"\n }\n ]\n },\n \"top_incident_types\": [\n {\n \"type\": \"Picking tablets freezing\",\n \"count\": 11,\n \"examples\": [\n \"0d4f8d4783703210b5a95c50ceaad31d\",\n \"344f414783703210b5a95c50ceaad30f\",\n \"f59e647b83f8f210b5a95c50ceaad33e\"\n ]\n },\n {\n \"type\": \"Email-related issues\",\n \"count\": 9,\n \"examples\": [\n \"1c741bd70b2322007518478d83673af3\",\n \"47079b68a9fe198100a614a4c225c88d\",\n \"ed92e8d173d023002728660c4cf6a7bc\"\n ]\n },\n {\n \"type\": \"Warehouse Wi-Fi outage / firmware\",\n \"count\": 4,\n \"examples\": [\n \"65ecfe5383bc7210b5a95c50ceaad351\",\n \"6ef4365f83747210b5a95c50ceaad35c\",\n \"bfa1207b83b8f210b5a95c50ceaad319\"\n ]\n },\n {\n \"type\": \"VPN gateway / remote connectivity\",\n \"count\": 2,\n \"examples\": [\n \"7036f3dd83b43210b5a95c50ceaad37f\",\n \"8d36f3dd83b43210b5a95c50ceaad3aa\"\n ]\n },\n {\n \"type\": \"Password resets / access\",\n \"count\": 3,\n \"examples\": [\n \"46b66a40a9fe198101f243dfbc79033d\",\n \"47138238a9fe1981016e3762d1fd26d4\",\n \"9d3c1197c611228701cd1d94bc32d76d\"\n ]\n }\n ],\n \"incident_groups\": {\n \"picking_tablets_freezing\": [\n \"0d4f8d4783703210b5a95c50ceaad31d\",\n \"344f414783703210b5a95c50ceaad30f\",\n \"65cf998b83b03210b5a95c50ceaad33a\",\n \"65cf998b83b03210b5a95c50ceaad33d\",\n \"6de0de0383303210b5a95c50ceaad3e8\",\n \"9539958383b03210b5a95c50ceaad36b\",\n \"9539958383b03210b5a95c50ceaad36e\",\n \"965d2653837c7210b5a95c50ceaad393\",\n \"ad23698783303210b5a95c50ceaad3fd\",\n \"eab1524b83b43210b5a95c50ceaad3fd\",\n \"f59e647b83f8f210b5a95c50ceaad33e\"\n ],\n \"email_issues\": [\n \"1c741bd70b2322007518478d83673af3\",\n \"46cebb88a9fe1981014de1c831fbcf6d\",\n \"47079b68a9fe198100a614a4c225c88d\",\n \"9c573169c611228700193229fff72400\",\n \"9d3c1197c611228701cd1d94bc32d76d\",\n \"93ace613837c7210b5a95c50ceaad306\",\n \"965c9e5347c12200e0ef563dbb9a7156\",\n \"9face613837c7210b5a95c50ceaad30a\",\n \"ed92e8d173d023002728660c4cf6a7bc\"\n ],\n \"warehouse_wifi_outage\": [\n \"65ecfe5383bc7210b5a95c50ceaad351\",\n \"6ef4365f83747210b5a95c50ceaad35c\",\n \"bfa1207b83b8f210b5a95c50ceaad319\",\n \"e01a8b5783fc7210b5a95c50ceaad3e8\"\n ],\n \"vpn_gateway_timeouts\": [\n \"7036f3dd83b43210b5a95c50ceaad37f\",\n \"8d36f3dd83b43210b5a95c50ceaad3aa\"\n ]\n },\n \"recommendations\": {\n \"priority_actions\": [\n \"Immediately escalate and assign the 8 explicitly high\u2011priority/P1 incidents to on\u2011call teams (network for VPN/Wi\u2011Fi, endpoint/warehouse operations for picking tablets, and apps for email verification).\",\n \"Correlate and group the ~11 'picking tablets freezing' incidents (possible common root cause from a recent update) \u2014 open a single major incident to investigate rollout/patch and rollback options.\",\n \"Treat warehouse Wi\u2011Fi outages as a network incident group; check recent firmware changes and network device health across affected sites.\",\n \"For email server/verification issues, check service performance, authentication/SMTP logs, and recent changes; prioritize incidents flagged 'server down' and 'High priority'.\",\n \"De-duplicate and close 'Set to In Progress' and routine 'reset password' tickets after confirming resolution to reduce noise.\"\n ],\n \"operational_suggestions\": [\n \"Notify stakeholders for P1/incidents impacting operations (warehouse floor, remote reps) and provide status updates until resolved.\",\n \"Create temporary triage queue for recurring incident types (picking tablets, Wi\u2011Fi, email) to accelerate incident grouping and remediation.\",\n \"Capture versions/firmware/patch details and timestamps from affected endpoints to speed root\u2011cause analysis.\"\n ]\n }\n}" + }, + { + "turn_index": 2, + "user": "Find articles where Release_Tag__c != 'Summer24', last updated over 60 days ago, and queue them for review.", + "prompt": "You are the knowledge lifecycle owner ensuring ServiceNow documentation covers Salesforce release changes.\n\nCapture ServiceNow knowledge base filter, workflow state, Salesforce release tag, and review window clarified across turns.\n\nInclude any export flags if provided.\n\nConversation so far:\nUser: Which knowledge articles are missing the latest Salesforce release notes?\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: release_tagNOTLIKElatest\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: sys_id,short_description,workflow_state,release_tag,next_review_date\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find knowledge articles missing the latest Salesforce release notes and capture knowledge base filter, workflow state, Salesforce release tag, and review window (review window to be clarified across turns)\n- x: I retrieved 91 incidents from ServiceNow. Quick summary and highlights:\n\n- Total incidents: 91\n- High\u2011priority / Critical / P1 incidents (explicitly flagged):\n - sys_id 0d4f8d4783703210b5a95c50ceaad31d \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\"\n - sys_id 344f414783703210b5a95c50ceaad30f \u2014 \"Picking tablets freezing post update - Denver (Critical/P1)\"\n - sys_id 93ace613837c7210b5a95c50ceaad306 \u2014 \"Email verification issue - High priority\"\n - sys_id 965d2653837c7210b5a95c50ceaad393 \u2014 \"High priority \u2014 Warehouse picking tablets freezing\"\n - sys_id eab1524b83b43210b5a95c50ceaad3fd \u2014 \"High-priority: Warehouse picking tablets freezing - urgent investigation required\"\n - sys_id f59e647b83f8f210b5a95c50ceaad33e \u2014 \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\"\n - sys_id 8d36f3dd83b43210b5a95c50ceaad3aa \u2014 \"Register P1 ServiceNow incident for VPN gateway timeouts affecting all remote reps\" (P1 registration)\n - sys_id 65cf998b83b03210b5a95c50ceaad33d \u2014 \"Create high-priority incident for Maya Patel: 'Picking tablets freezing post update'\"\n\n- Repeated / recurring issue: \"Picking tablets freezing\" appears frequently across the dataset (around 10 incidents referencing this issue, including multiple high\u2011priority reports and follow-ups). This looks like the single most common and potentially widespread problem.\n\n- Other notable outages / urgent items:\n - Email server issues: sys_id ed92e8d173d023002728660c4cf6a7bc \u2014 \"Email server is down.\" and several other email-related incidents (e.g., \"EMAIL Server Down Again\", \"Can't read email\", \"EMAIL is slow when an attachment is involved\").\n - Warehouse Wi\u2011Fi outages and related connectivity problems (multiple incidents: e.g., sys_ids 65ecfe53, 6ef4365f, bfa1207b, e01a8b57).\n - VPN gateway timing out for all remote reps: sys_id 7036f3dd83b43210b5a95c50ceaad37f\n - File server capacity / backups concerns: sys_ids 470af5afa9fe198101b324dd773ef379 (\"File Server is 80% full - Needs upgrade\"), 470d51a0a9fe1981006c20c825e48933 (\"Does not look like a backup occurred last night\")\n\nIf you want, I can:\n- Return the full incident list as CSV or JSON,\n- Filter incidents by priority keywords or by text (e.g., all \"Picking tablets\" incidents),\n- Deduplicate related incidents and group by issue, or\n- Create a short actionable escalation list (sys_id + short_description) for immediate attention. Which would you like next?\nUser: Stay within the 'Salesforce Enablement' knowledge base with workflow_state='Published'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: release_tagNOTLIKElatest^workflow_state=Published^knowledge_baseLIKESalesforce Enablement\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: sys_id,short_description,workflow_state,release_tag,next_review_date\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find knowledge articles in the 'Salesforce Enablement' knowledge base with workflow_state='Published' that are missing the latest Salesforce release notes; capture knowledge base filter, workflow state, Salesforce release tag, and review window (review window to be clarified across turns)\n- x: {\n \"total_incidents\": 91,\n \"high_priority_incidents\": {\n \"count\": 8,\n \"items\": [\n {\n \"sys_id\": \"0d4f8d4783703210b5a95c50ceaad31d\",\n \"short_description\": \"Picking tablets freezing post update - Denver (Critical/P1)\"\n },\n {\n \"sys_id\": \"344f414783703210b5a95c50ceaad30f\",\n \"short_description\": \"Picking tablets freezing post update - Denver (Critical/P1)\"\n },\n {\n \"sys_id\": \"93ace613837c7210b5a95c50ceaad306\",\n \"short_description\": \"Email verification issue - High priority\"\n },\n {\n \"sys_id\": \"965d2653837c7210b5a95c50ceaad393\",\n \"short_description\": \"High priority \u2014 Warehouse picking tablets freezing\"\n },\n {\n \"sys_id\": \"eab1524b83b43210b5a95c50ceaad3fd\",\n \"short_description\": \"High-priority: Warehouse picking tablets freezing - urgent investigation required\"\n },\n {\n \"sys_id\": \"f59e647b83f8f210b5a95c50ceaad33e\",\n \"short_description\": \"Picking tablets freezing post update - Caller: Maya Patel - Priority: High\"\n },\n {\n \"sys_id\": \"8d36f3dd83b43210b5a95c50ceaad3aa\",\n \"short_description\": \"Register P1 ServiceNow incident for VPN gateway timeouts affecting all remote reps\"\n },\n {\n \"sys_id\": \"65cf998b83b03210b5a95c50ceaad33d\",\n \"short_description\": \"Create high-priority incident for Maya Patel: 'Picking tablets freezing post update'\"\n }\n ]\n },\n \"top_incident_types\": [\n {\n \"type\": \"Picking tablets freezing\",\n \"count\": 11,\n \"examples\": [\n \"0d4f8d4783703210b5a95c50ceaad31d\",\n \"344f414783703210b5a95c50ceaad30f\",\n \"f59e647b83f8f210b5a95c50ceaad33e\"\n ]\n },\n {\n \"type\": \"Email-related issues\",\n \"count\": 9,\n \"examples\": [\n \"1c741bd70b2322007518478d83673af3\",\n \"47079b68a9fe198100a614a4c225c88d\",\n \"ed92e8d173d023002728660c4cf6a7bc\"\n ]\n },\n {\n \"type\": \"Warehouse Wi-Fi outage / firmware\",\n \"count\": 4,\n \"examples\": [\n \"65ecfe5383bc7210b5a95c50ceaad351\",\n \"6ef4365f83747210b5a95c50ceaad35c\",\n \"bfa1207b83b8f210b5a95c50ceaad319\"\n ]\n },\n {\n \"type\": \"VPN gateway / remote connectivity\",\n \"count\": 2,\n \"examples\": [\n \"7036f3dd83b43210b5a95c50ceaad37f\",\n \"8d36f3dd83b43210b5a95c50ceaad3aa\"\n ]\n },\n {\n \"type\": \"Password resets / access\",\n \"count\": 3,\n \"examples\": [\n \"46b66a40a9fe198101f243dfbc79033d\",\n \"47138238a9fe1981016e3762d1fd26d4\",\n \"9d3c1197c611228701cd1d94bc32d76d\"\n ]\n }\n ],\n \"incident_groups\": {\n \"picking_tablets_freezing\": [\n \"0d4f8d4783703210b5a95c50ceaad31d\",\n \"344f414783703210b5a95c50ceaad30f\",\n \"65cf998b83b03210b5a95c50ceaad33a\",\n \"65cf998b83b03210b5a95c50ceaad33d\",\n \"6de0de0383303210b5a95c50ceaad3e8\",\n \"9539958383b03210b5a95c50ceaad36b\",\n \"9539958383b03210b5a95c50ceaad36e\",\n \"965d2653837c7210b5a95c50ceaad393\",\n \"ad23698783303210b5a95c50ceaad3fd\",\n \"eab1524b83b43210b5a95c50ceaad3fd\",\n \"f59e647b83f8f210b5a95c50ceaad33e\"\n ],\n \"email_issues\": [\n \"1c741bd70b2322007518478d83673af3\",\n \"46cebb88a9fe1981014de1c831fbcf6d\",\n \"47079b68a9fe198100a614a4c225c88d\",\n \"9c573169c611228700193229fff72400\",\n \"9d3c1197c611228701cd1d94bc32d76d\",\n \"93ace613837c7210b5a95c50ceaad306\",\n \"965c9e5347c12200e0ef563dbb9a7156\",\n \"9face613837c7210b5a95c50ceaad30a\",\n \"ed92e8d173d023002728660c4cf6a7bc\"\n ],\n \"warehouse_wifi_outage\": [\n \"65ecfe5383bc7210b5a95c50ceaad351\",\n \"6ef4365f83747210b5a95c50ceaad35c\",\n \"bfa1207b83b8f210b5a95c50ceaad319\",\n \"e01a8b5783fc7210b5a95c50ceaad3e8\"\n ],\n \"vpn_gateway_timeouts\": [\n \"7036f3dd83b43210b5a95c50ceaad37f\",\n \"8d36f3dd83b43210b5a95c50ceaad3aa\"\n ]\n },\n \"recommendations\": {\n \"priority_actions\": [\n \"Immediately escalate and assign the 8 explicitly high\u2011priority/P1 incidents to on\u2011call teams (network for VPN/Wi\u2011Fi, endpoint/warehouse operations for picking tablets, and apps for email verification).\",\n \"Correlate and group the ~11 'picking tablets freezing' incidents (possible common root cause from a recent update) \u2014 open a single major incident to investigate rollout/patch and rollback options.\",\n \"Treat warehouse Wi\u2011Fi outages as a network incident group; check recent firmware changes and network device health across affected sites.\",\n \"For email server/verification issues, check service performance, authentication/SMTP logs, and recent changes; prioritize incidents flagged 'server down' and 'High priority'.\",\n \"De-duplicate and close 'Set to In Progress' and routine 'reset password' tickets after confirming resolution to reduce noise.\"\n ],\n \"operational_suggestions\": [\n \"Notify stakeholders for P1/incidents impacting operations (warehouse floor, remote reps) and provide status updates until resolved.\",\n \"Create temporary triage queue for recurring incident types (picking tablets, Wi\u2011Fi, email) to accelerate incident grouping and remediation.\",\n \"Capture versions/firmware/patch details and timestamps from affected endpoints to speed root\u2011cause analysis.\"\n ]\n }\n}\n\nUser: Find articles where Release_Tag__c != 'Summer24', last updated over 60 days ago, and queue them for review.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: Release_Tag__c!=Summer24^sys_updated_on x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true^assignment_groupLIKEEngineering^state!=7\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,state,sys_id,assigned_to\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses\n- x: The ServiceNow query completed successfully but returned no incidents.\n\nIf you expected results, try one of the following:\n- Broaden or remove filters (date range, state, assignment group, priority).\n- Confirm the correct instance, table, and query parameters were used.\n- Verify API credentials/permissions allow viewing incidents.\n- Retry the query or run it for a different time window or assignment.\n\nWould you like me to rerun the query with different filters, check permissions, or create a new incident?\n- y_salesforce_query_info: Retrieve Salesforce cases with status 'Waiting on someone' or escalation_status='Waiting on ServiceNow' that reference ServiceNow task IDs returned from the ServiceNow query. Return fields: case number, subject, status, owner, created date, escalation_status, linked_servicenow_task_id.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage and return specified fields\n- y: None\nUser: Origin should be 'Phone', Product__c = 'Edge Gateway', and ServiceNow_Task_Link__c populated.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true^assignment_groupLIKEEngineering^state!=7\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,state,sys_id,assigned_to\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses\n- x: {\n \"status\": \"success\",\n \"incident_count\": 0,\n \"incidents\": [],\n \"message\": \"The query completed successfully but returned no incidents.\",\n \"suggestions\": [\n \"Broaden or remove filters (date range, state, assignment group, priority).\",\n \"Confirm the correct instance, table, and query parameters were used.\",\n \"Verify API credentials/permissions allow viewing incidents.\",\n \"Retry the query for a different time window or assignment group.\",\n \"Create a new incident if none exist and you need to log an issue.\"\n ],\n \"next_steps\": {\n \"rerun_query\": \"Would you like me to rerun the query with different filters? If yes, provide the filters (e.g., date range, state, assignment_group, priority).\",\n \"check_permissions\": \"Should I attempt to check or validate the API credentials/permissions and instance details?\",\n \"create_incident\": \"Would you like me to create a new incident? If so, provide a short title, description, assignment group, and priority.\"\n }\n}\n- y_salesforce_query_info: Retrieve Salesforce cases with status 'Waiting on someone' or escalation_status='Waiting on ServiceNow' that reference ServiceNow task IDs returned from the ServiceNow query. Apply additional filters: Origin='Phone', Product__c='Edge Gateway', and ServiceNow_Task_Link__c is populated. Return fields: case number, subject, status, owner, created date, escalation_status, linked_servicenow_task_id.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage and return specified fields; apply Origin, Product__c, and ServiceNow_Task_Link__c filters\n- y: None\n\nUser: Keep Status = 'Escalated', Priority = 'Critical', and return CaseNumber, ServiceNow_Task_Link__c, and Owner.Team__c.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HMEQTFXP5R7ZEB7SPC97A6", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true^assignment_groupLIKEEngineering^state!=7\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,state,sys_id,assigned_to\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses\n- x: The ServiceNow query completed successfully but returned no incidents.\n\nNext steps you can choose from:\n- Rerun the query with different or broader filters (e.g., expand date range, change state, remove assignment_group or priority). If you want this, tell me the filters to use (date range, state, assignment_group, priority).\n- Check API credentials/permissions to ensure they allow viewing incidents (I can attempt a permissions check if you want).\n- Retry the query for a different time window or assignment group.\n- Create a new incident (provide details and I can create one for you).\n\nWhat would you like me to do?\n- y_salesforce_query_info: Retrieve Salesforce cases with Status='Escalated' and Priority='Critical' that reference ServiceNow task IDs returned from the ServiceNow query. Apply additional filters: Origin='Phone', Product__c='Edge Gateway', and ServiceNow_Task_Link__c is populated. Return fields: CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage; filter Status=Escalated, Priority=Critical, Origin=Phone, Product__c=Edge Gateway, ServiceNow_Task_Link__c populated; return CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c\n- y: null", + "expected_fragments": [ + "Origin = Phone", + "Product__c = Edge Gateway", + "ServiceNow_Task_Link__c NOT NULL", + "Status = Escalated", + "Priority = Critical", + "Fields: CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Identify Salesforce cases pending ServiceNow engineering work", + "idx": 36, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-36-1762601848528", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + }, + { + "step_number": 9, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_info" + ], + "result_variable": "y_salesforce_query_info" + }, + { + "step_number": 10, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_depends_on" + ], + "result_variable": "y_salesforce_query_depends_on" + }, + { + "step_number": 11, + "api_name": "assign", + "parameters": [ + "y_salesforce_query_api_task" + ], + "result_variable": "y_salesforce_query_api_task" + }, + { + "step_number": 12, + "api_name": "salesforce_query_api", + "parameters": [ + "y_salesforce_query_info", + "y_salesforce_query_depends_on", + "y_salesforce_query_api_task" + ], + "result_variable": "y" + } + ], + "plan_step_count": 12, + "variables": { + "x_incident_query": "active=true^assignment_groupLIKEEngineering^state!=7", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,assignment_group,state,sys_id,assigned_to", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses", + "x": "The ServiceNow query completed successfully but returned no incidents.\n\nNext steps you can choose from:\n- Rerun the query with different or broader filters (e.g., expand date range, change state, remove assignment_group or priority). If you want this, tell me the filters to use (date range, state, assignment_group, priority).\n- Check API credentials/permissions to ensure they allow viewing incidents (I can attempt a permissions check if you want).\n- Retry the query for a different time window or assignment group.\n- Create a new incident (provide details and I can create one for you).\n\nWhat would you like me to do?", + "y_salesforce_query_info": "Retrieve Salesforce cases with Status='Escalated' and Priority='Critical' that reference ServiceNow task IDs returned from the ServiceNow query. Apply additional filters: Origin='Phone', Product__c='Edge Gateway', and ServiceNow_Task_Link__c is populated. Return fields: CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c.", + "y_salesforce_query_depends_on": "x", + "y_salesforce_query_api_task": "Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage; filter Status=Escalated, Priority=Critical, Origin=Phone, Product__c=Edge Gateway, ServiceNow_Task_Link__c populated; return CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c", + "y": "null" + } + }, + "variables": { + "x_incident_query": "active=true^assignment_groupLIKEEngineering^state!=7", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,assignment_group,state,sys_id,assigned_to", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses", + "x": "The ServiceNow query completed successfully but returned no incidents.\n\nNext steps you can choose from:\n- Rerun the query with different or broader filters (e.g., expand date range, change state, remove assignment_group or priority). If you want this, tell me the filters to use (date range, state, assignment_group, priority).\n- Check API credentials/permissions to ensure they allow viewing incidents (I can attempt a permissions check if you want).\n- Retry the query for a different time window or assignment group.\n- Create a new incident (provide details and I can create one for you).\n\nWhat would you like me to do?", + "y_salesforce_query_info": "Retrieve Salesforce cases with Status='Escalated' and Priority='Critical' that reference ServiceNow task IDs returned from the ServiceNow query. Apply additional filters: Origin='Phone', Product__c='Edge Gateway', and ServiceNow_Task_Link__c is populated. Return fields: CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c.", + "y_salesforce_query_depends_on": "x", + "y_salesforce_query_api_task": "Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage; filter Status=Escalated, Priority=Critical, Origin=Phone, Product__c=Edge Gateway, ServiceNow_Task_Link__c populated; return CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c", + "y": "null" + }, + "turns": [ + { + "turn_index": 0, + "user": "Which Salesforce cases are still waiting on ServiceNow engineering tasks?", + "prompt": "You are the escalation planner unifying Salesforce case queues with ServiceNow engineering tasks.\n\nCapture the Salesforce case filters, ServiceNow task linkage, escalation status, and return fields clarified in the conversation.\n\nNote any dashboard references if mentioned.\n\nUser: Which Salesforce cases are still waiting on ServiceNow engineering tasks?", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true^assignment_groupLIKEEngineering^state!=7\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,state,sys_id,assigned_to\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses\n- x: The ServiceNow query completed successfully but returned no incidents.\n\nIf you expected results, try one of the following:\n- Broaden or remove filters (date range, state, assignment group, priority).\n- Confirm the correct instance, table, and query parameters were used.\n- Verify API credentials/permissions allow viewing incidents.\n- Retry the query or run it for a different time window or assignment.\n\nWould you like me to rerun the query with different filters, check permissions, or create a new incident?\n- y_salesforce_query_info: Retrieve Salesforce cases with status 'Waiting on someone' or escalation_status='Waiting on ServiceNow' that reference ServiceNow task IDs returned from the ServiceNow query. Return fields: case number, subject, status, owner, created date, escalation_status, linked_servicenow_task_id.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage and return specified fields\n- y: None" + }, + { + "turn_index": 1, + "user": "Origin should be 'Phone', Product__c = 'Edge Gateway', and ServiceNow_Task_Link__c populated.", + "prompt": "You are the escalation planner unifying Salesforce case queues with ServiceNow engineering tasks.\n\nCapture the Salesforce case filters, ServiceNow task linkage, escalation status, and return fields clarified in the conversation.\n\nNote any dashboard references if mentioned.\n\nConversation so far:\nUser: Which Salesforce cases are still waiting on ServiceNow engineering tasks?\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true^assignment_groupLIKEEngineering^state!=7\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,state,sys_id,assigned_to\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses\n- x: The ServiceNow query completed successfully but returned no incidents.\n\nIf you expected results, try one of the following:\n- Broaden or remove filters (date range, state, assignment group, priority).\n- Confirm the correct instance, table, and query parameters were used.\n- Verify API credentials/permissions allow viewing incidents.\n- Retry the query or run it for a different time window or assignment.\n\nWould you like me to rerun the query with different filters, check permissions, or create a new incident?\n- y_salesforce_query_info: Retrieve Salesforce cases with status 'Waiting on someone' or escalation_status='Waiting on ServiceNow' that reference ServiceNow task IDs returned from the ServiceNow query. Return fields: case number, subject, status, owner, created date, escalation_status, linked_servicenow_task_id.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage and return specified fields\n- y: None\n\nUser: Origin should be 'Phone', Product__c = 'Edge Gateway', and ServiceNow_Task_Link__c populated.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true^assignment_groupLIKEEngineering^state!=7\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,state,sys_id,assigned_to\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses\n- x: {\n \"status\": \"success\",\n \"incident_count\": 0,\n \"incidents\": [],\n \"message\": \"The query completed successfully but returned no incidents.\",\n \"suggestions\": [\n \"Broaden or remove filters (date range, state, assignment group, priority).\",\n \"Confirm the correct instance, table, and query parameters were used.\",\n \"Verify API credentials/permissions allow viewing incidents.\",\n \"Retry the query for a different time window or assignment group.\",\n \"Create a new incident if none exist and you need to log an issue.\"\n ],\n \"next_steps\": {\n \"rerun_query\": \"Would you like me to rerun the query with different filters? If yes, provide the filters (e.g., date range, state, assignment_group, priority).\",\n \"check_permissions\": \"Should I attempt to check or validate the API credentials/permissions and instance details?\",\n \"create_incident\": \"Would you like me to create a new incident? If so, provide a short title, description, assignment group, and priority.\"\n }\n}\n- y_salesforce_query_info: Retrieve Salesforce cases with status 'Waiting on someone' or escalation_status='Waiting on ServiceNow' that reference ServiceNow task IDs returned from the ServiceNow query. Apply additional filters: Origin='Phone', Product__c='Edge Gateway', and ServiceNow_Task_Link__c is populated. Return fields: case number, subject, status, owner, created date, escalation_status, linked_servicenow_task_id.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage and return specified fields; apply Origin, Product__c, and ServiceNow_Task_Link__c filters\n- y: None" + }, + { + "turn_index": 2, + "user": "Keep Status = 'Escalated', Priority = 'Critical', and return CaseNumber, ServiceNow_Task_Link__c, and Owner.Team__c.", + "prompt": "You are the escalation planner unifying Salesforce case queues with ServiceNow engineering tasks.\n\nCapture the Salesforce case filters, ServiceNow task linkage, escalation status, and return fields clarified in the conversation.\n\nNote any dashboard references if mentioned.\n\nConversation so far:\nUser: Which Salesforce cases are still waiting on ServiceNow engineering tasks?\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true^assignment_groupLIKEEngineering^state!=7\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,state,sys_id,assigned_to\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses\n- x: The ServiceNow query completed successfully but returned no incidents.\n\nIf you expected results, try one of the following:\n- Broaden or remove filters (date range, state, assignment group, priority).\n- Confirm the correct instance, table, and query parameters were used.\n- Verify API credentials/permissions allow viewing incidents.\n- Retry the query or run it for a different time window or assignment.\n\nWould you like me to rerun the query with different filters, check permissions, or create a new incident?\n- y_salesforce_query_info: Retrieve Salesforce cases with status 'Waiting on someone' or escalation_status='Waiting on ServiceNow' that reference ServiceNow task IDs returned from the ServiceNow query. Return fields: case number, subject, status, owner, created date, escalation_status, linked_servicenow_task_id.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage and return specified fields\n- y: None\nUser: Origin should be 'Phone', Product__c = 'Edge Gateway', and ServiceNow_Task_Link__c populated.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true^assignment_groupLIKEEngineering^state!=7\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,state,sys_id,assigned_to\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses\n- x: {\n \"status\": \"success\",\n \"incident_count\": 0,\n \"incidents\": [],\n \"message\": \"The query completed successfully but returned no incidents.\",\n \"suggestions\": [\n \"Broaden or remove filters (date range, state, assignment group, priority).\",\n \"Confirm the correct instance, table, and query parameters were used.\",\n \"Verify API credentials/permissions allow viewing incidents.\",\n \"Retry the query for a different time window or assignment group.\",\n \"Create a new incident if none exist and you need to log an issue.\"\n ],\n \"next_steps\": {\n \"rerun_query\": \"Would you like me to rerun the query with different filters? If yes, provide the filters (e.g., date range, state, assignment_group, priority).\",\n \"check_permissions\": \"Should I attempt to check or validate the API credentials/permissions and instance details?\",\n \"create_incident\": \"Would you like me to create a new incident? If so, provide a short title, description, assignment group, and priority.\"\n }\n}\n- y_salesforce_query_info: Retrieve Salesforce cases with status 'Waiting on someone' or escalation_status='Waiting on ServiceNow' that reference ServiceNow task IDs returned from the ServiceNow query. Apply additional filters: Origin='Phone', Product__c='Edge Gateway', and ServiceNow_Task_Link__c is populated. Return fields: case number, subject, status, owner, created date, escalation_status, linked_servicenow_task_id.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage and return specified fields; apply Origin, Product__c, and ServiceNow_Task_Link__c filters\n- y: None\n\nUser: Keep Status = 'Escalated', Priority = 'Critical', and return CaseNumber, ServiceNow_Task_Link__c, and Owner.Team__c.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n9. assign(y_salesforce_query_info) -> y_salesforce_query_info\n10. assign(y_salesforce_query_depends_on) -> y_salesforce_query_depends_on\n11. assign(y_salesforce_query_api_task) -> y_salesforce_query_api_task\n12. salesforce_query_api(y_salesforce_query_info, y_salesforce_query_depends_on, y_salesforce_query_api_task) -> y\n\nExecution Results:\n- x_incident_query: active=true^assignment_groupLIKEEngineering^state!=7\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,assignment_group,state,sys_id,assigned_to\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch open ServiceNow engineering tasks to identify linked ServiceNow task IDs and their statuses\n- x: The ServiceNow query completed successfully but returned no incidents.\n\nNext steps you can choose from:\n- Rerun the query with different or broader filters (e.g., expand date range, change state, remove assignment_group or priority). If you want this, tell me the filters to use (date range, state, assignment_group, priority).\n- Check API credentials/permissions to ensure they allow viewing incidents (I can attempt a permissions check if you want).\n- Retry the query for a different time window or assignment group.\n- Create a new incident (provide details and I can create one for you).\n\nWhat would you like me to do?\n- y_salesforce_query_info: Retrieve Salesforce cases with Status='Escalated' and Priority='Critical' that reference ServiceNow task IDs returned from the ServiceNow query. Apply additional filters: Origin='Phone', Product__c='Edge Gateway', and ServiceNow_Task_Link__c is populated. Return fields: CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c.\n- y_salesforce_query_depends_on: x\n- y_salesforce_query_api_task: Find Salesforce cases still waiting on ServiceNow engineering tasks using ServiceNow task linkage; filter Status=Escalated, Priority=Critical, Origin=Phone, Product__c=Edge Gateway, ServiceNow_Task_Link__c populated; return CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c\n- y: null" + } + ], + "matched_fragments": [ + "Fields: CaseNumber, ServiceNow_Task_Link__c, Owner.Team__c" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T11:47:52.680883+00:00", + "idx": 37, + "task": "Flag ServiceNow vulnerabilities tied to Salesforce customer data", + "prompt": "You are the security operations coordinator ensuring ServiceNow vulnerability review stays aligned with Salesforce customer exposure.\n\nCapture ServiceNow vulnerability filters, Salesforce data classification, due window, and assignment group clarified through the turns.\n\nNote any export requirements if they appear.\n\nConversation so far:\nUser: Need vulnerability requests that impact Salesforce customer data.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvulnerability^ciLIKESalesforce^descriptionLIKEcustomer data\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve ServiceNow vulnerability requests impacting Salesforce customer data; capture Salesforce data classification, due window, assignment group, and note any export requirements\n- x: The API call succeeded but returned no incidents (incidents list is empty). \n\nWould you like me to:\n- Retry the query with different filters or a wider date range?\n- Create a new incident?\n- Check for incidents assigned to a specific user, group, or state?\n\nTell me how you'd like to proceed.\nUser: Look at sn_vul_request records with Risk Score 80 or above where Data_Domain__c = 'Salesforce Customer'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: sys_class_name=sn_vul_request^risk_score>=80^Data_Domain__cLIKESalesforce Customer\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description,risk_score,Data_Domain__c,due_date,export_required\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve sn_vul_request records with risk_score >= 80 where Data_Domain__c = 'Salesforce Customer'; capture Salesforce data classification, due window, assignment group, and note any export requirements\n- x: The ServiceNow query succeeded but returned no incidents (incidents = []). Would you like me to:\n\n- Retry the query with different filters or a wider date range? If yes, tell me which filters to change (date range, state, priority, assignment group, assignee, etc.).\n- Create a new incident? If yes, provide: short description, detailed description, priority/urgency, assignment group (or leave unassigned), and any contact info.\n- Check incidents for a specific user, group, state, or priority? If yes, provide the user name/ID, group name/ID, state (e.g., New, In Progress, Resolved), or priority range.\n- Return all open incidents (no filters) or incidents from the last X days?\n\nTell me which option you want and any filter/details, and I\u2019ll proceed.\n\nUser: State should be 'Pending Review', Due Date within the next 5 days, assignment_group 'Security CAB', and include the linked Salesforce Account.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HMN441XSA54YRSYRR08KZ6", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: sys_class_name=sn_vul_request^risk_score>=80^Data_Domain__cLIKESalesforce Customer^stateLIKEPending Review^due_dateBETWEEN2025-11-08@2025-11-13^assignment_groupLIKESecurity CAB\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description,risk_score,Data_Domain__c,due_date,export_required,salesforce_account\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve sn_vul_request records with risk_score >= 80 where Data_Domain__c = 'Salesforce Customer', state 'Pending Review', due_date within next 5 days, assignment_group 'Security CAB', and include linked Salesforce Account; capture Salesforce data classification, due window, assignment group, and note any export requirements\n- x: The ServiceNow query succeeded but returned no incidents (incidents = []). How would you like me to proceed? Choose one and provide any needed details:\n\n1) Retry the query with different filters / wider date range\n - Tell me which filters to change: date range (e.g., last 30/90/365 days or start/end), state (New, In Progress, Resolved, Closed), priority (1\u20134), assignment group, assignee, or keyword.\n\n2) Create a new incident\n - Provide: short description, detailed description, priority/urgency, assignment group (or leave unassigned), contact name/email/phone, and any attachments/notes.\n\n3) Check incidents for a specific user, group, state, or priority\n - Provide the user name/ID, group name/ID, state, or priority range.\n\n4) Return all open incidents (no filters) or incidents from the last X days\n - Specify X (e.g., 30).\n\n5) I can automatically broaden the search for you (suggested quick options)\n - Examples: last 90 days; include Resolved and Closed; search across all assignment groups.\n - Confirm which automatic option you want.\n\nTell me which option and any filter/details, and I\u2019ll proceed.", + "expected_fragments": [ + "table=sn_vul_request", + "risk_score >= 80", + "Data_Domain__c = Salesforce Customer", + "state=Pending Review", + "due_date WITHIN NEXT 5 DAYS", + "assignment_group=Security CAB", + "Fields: Number, Salesforce_Account__c" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Flag ServiceNow vulnerabilities tied to Salesforce customer data", + "idx": 37, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-37-1762602323878", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "sys_class_name=sn_vul_request^risk_score>=80^Data_Domain__cLIKESalesforce Customer^stateLIKEPending Review^due_dateBETWEEN2025-11-08@2025-11-13^assignment_groupLIKESecurity CAB", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description,risk_score,Data_Domain__c,due_date,export_required,salesforce_account", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Retrieve sn_vul_request records with risk_score >= 80 where Data_Domain__c = 'Salesforce Customer', state 'Pending Review', due_date within next 5 days, assignment_group 'Security CAB', and include linked Salesforce Account; capture Salesforce data classification, due window, assignment group, and note any export requirements", + "x": "The ServiceNow query succeeded but returned no incidents (incidents = []). How would you like me to proceed? Choose one and provide any needed details:\n\n1) Retry the query with different filters / wider date range\n - Tell me which filters to change: date range (e.g., last 30/90/365 days or start/end), state (New, In Progress, Resolved, Closed), priority (1\u20134), assignment group, assignee, or keyword.\n\n2) Create a new incident\n - Provide: short description, detailed description, priority/urgency, assignment group (or leave unassigned), contact name/email/phone, and any attachments/notes.\n\n3) Check incidents for a specific user, group, state, or priority\n - Provide the user name/ID, group name/ID, state, or priority range.\n\n4) Return all open incidents (no filters) or incidents from the last X days\n - Specify X (e.g., 30).\n\n5) I can automatically broaden the search for you (suggested quick options)\n - Examples: last 90 days; include Resolved and Closed; search across all assignment groups.\n - Confirm which automatic option you want.\n\nTell me which option and any filter/details, and I\u2019ll proceed." + } + }, + "variables": { + "x_incident_query": "sys_class_name=sn_vul_request^risk_score>=80^Data_Domain__cLIKESalesforce Customer^stateLIKEPending Review^due_dateBETWEEN2025-11-08@2025-11-13^assignment_groupLIKESecurity CAB", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description,risk_score,Data_Domain__c,due_date,export_required,salesforce_account", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Retrieve sn_vul_request records with risk_score >= 80 where Data_Domain__c = 'Salesforce Customer', state 'Pending Review', due_date within next 5 days, assignment_group 'Security CAB', and include linked Salesforce Account; capture Salesforce data classification, due window, assignment group, and note any export requirements", + "x": "The ServiceNow query succeeded but returned no incidents (incidents = []). How would you like me to proceed? Choose one and provide any needed details:\n\n1) Retry the query with different filters / wider date range\n - Tell me which filters to change: date range (e.g., last 30/90/365 days or start/end), state (New, In Progress, Resolved, Closed), priority (1\u20134), assignment group, assignee, or keyword.\n\n2) Create a new incident\n - Provide: short description, detailed description, priority/urgency, assignment group (or leave unassigned), contact name/email/phone, and any attachments/notes.\n\n3) Check incidents for a specific user, group, state, or priority\n - Provide the user name/ID, group name/ID, state, or priority range.\n\n4) Return all open incidents (no filters) or incidents from the last X days\n - Specify X (e.g., 30).\n\n5) I can automatically broaden the search for you (suggested quick options)\n - Examples: last 90 days; include Resolved and Closed; search across all assignment groups.\n - Confirm which automatic option you want.\n\nTell me which option and any filter/details, and I\u2019ll proceed." + }, + "turns": [ + { + "turn_index": 0, + "user": "Need vulnerability requests that impact Salesforce customer data.", + "prompt": "You are the security operations coordinator ensuring ServiceNow vulnerability review stays aligned with Salesforce customer exposure.\n\nCapture ServiceNow vulnerability filters, Salesforce data classification, due window, and assignment group clarified through the turns.\n\nNote any export requirements if they appear.\n\nUser: Need vulnerability requests that impact Salesforce customer data.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvulnerability^ciLIKESalesforce^descriptionLIKEcustomer data\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve ServiceNow vulnerability requests impacting Salesforce customer data; capture Salesforce data classification, due window, assignment group, and note any export requirements\n- x: The API call succeeded but returned no incidents (incidents list is empty). \n\nWould you like me to:\n- Retry the query with different filters or a wider date range?\n- Create a new incident?\n- Check for incidents assigned to a specific user, group, or state?\n\nTell me how you'd like to proceed." + }, + { + "turn_index": 1, + "user": "Look at sn_vul_request records with Risk Score 80 or above where Data_Domain__c = 'Salesforce Customer'.", + "prompt": "You are the security operations coordinator ensuring ServiceNow vulnerability review stays aligned with Salesforce customer exposure.\n\nCapture ServiceNow vulnerability filters, Salesforce data classification, due window, and assignment group clarified through the turns.\n\nNote any export requirements if they appear.\n\nConversation so far:\nUser: Need vulnerability requests that impact Salesforce customer data.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvulnerability^ciLIKESalesforce^descriptionLIKEcustomer data\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve ServiceNow vulnerability requests impacting Salesforce customer data; capture Salesforce data classification, due window, assignment group, and note any export requirements\n- x: The API call succeeded but returned no incidents (incidents list is empty). \n\nWould you like me to:\n- Retry the query with different filters or a wider date range?\n- Create a new incident?\n- Check for incidents assigned to a specific user, group, or state?\n\nTell me how you'd like to proceed.\n\nUser: Look at sn_vul_request records with Risk Score 80 or above where Data_Domain__c = 'Salesforce Customer'.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: sys_class_name=sn_vul_request^risk_score>=80^Data_Domain__cLIKESalesforce Customer\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description,risk_score,Data_Domain__c,due_date,export_required\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve sn_vul_request records with risk_score >= 80 where Data_Domain__c = 'Salesforce Customer'; capture Salesforce data classification, due window, assignment group, and note any export requirements\n- x: The ServiceNow query succeeded but returned no incidents (incidents = []). Would you like me to:\n\n- Retry the query with different filters or a wider date range? If yes, tell me which filters to change (date range, state, priority, assignment group, assignee, etc.).\n- Create a new incident? If yes, provide: short description, detailed description, priority/urgency, assignment group (or leave unassigned), and any contact info.\n- Check incidents for a specific user, group, state, or priority? If yes, provide the user name/ID, group name/ID, state (e.g., New, In Progress, Resolved), or priority range.\n- Return all open incidents (no filters) or incidents from the last X days?\n\nTell me which option you want and any filter/details, and I\u2019ll proceed." + }, + { + "turn_index": 2, + "user": "State should be 'Pending Review', Due Date within the next 5 days, assignment_group 'Security CAB', and include the linked Salesforce Account.", + "prompt": "You are the security operations coordinator ensuring ServiceNow vulnerability review stays aligned with Salesforce customer exposure.\n\nCapture ServiceNow vulnerability filters, Salesforce data classification, due window, and assignment group clarified through the turns.\n\nNote any export requirements if they appear.\n\nConversation so far:\nUser: Need vulnerability requests that impact Salesforce customer data.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKEvulnerability^ciLIKESalesforce^descriptionLIKEcustomer data\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve ServiceNow vulnerability requests impacting Salesforce customer data; capture Salesforce data classification, due window, assignment group, and note any export requirements\n- x: The API call succeeded but returned no incidents (incidents list is empty). \n\nWould you like me to:\n- Retry the query with different filters or a wider date range?\n- Create a new incident?\n- Check for incidents assigned to a specific user, group, or state?\n\nTell me how you'd like to proceed.\nUser: Look at sn_vul_request records with Risk Score 80 or above where Data_Domain__c = 'Salesforce Customer'.\nAssistant: Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: sys_class_name=sn_vul_request^risk_score>=80^Data_Domain__cLIKESalesforce Customer\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description,risk_score,Data_Domain__c,due_date,export_required\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve sn_vul_request records with risk_score >= 80 where Data_Domain__c = 'Salesforce Customer'; capture Salesforce data classification, due window, assignment group, and note any export requirements\n- x: The ServiceNow query succeeded but returned no incidents (incidents = []). Would you like me to:\n\n- Retry the query with different filters or a wider date range? If yes, tell me which filters to change (date range, state, priority, assignment group, assignee, etc.).\n- Create a new incident? If yes, provide: short description, detailed description, priority/urgency, assignment group (or leave unassigned), and any contact info.\n- Check incidents for a specific user, group, state, or priority? If yes, provide the user name/ID, group name/ID, state (e.g., New, In Progress, Resolved), or priority range.\n- Return all open incidents (no filters) or incidents from the last X days?\n\nTell me which option you want and any filter/details, and I\u2019ll proceed.\n\nUser: State should be 'Pending Review', Due Date within the next 5 days, assignment_group 'Security CAB', and include the linked Salesforce Account.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: sys_class_name=sn_vul_request^risk_score>=80^Data_Domain__cLIKESalesforce Customer^stateLIKEPending Review^due_dateBETWEEN2025-11-08@2025-11-13^assignment_groupLIKESecurity CAB\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,impact,ci,sys_created_on,sys_updated_on,description,risk_score,Data_Domain__c,due_date,export_required,salesforce_account\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve sn_vul_request records with risk_score >= 80 where Data_Domain__c = 'Salesforce Customer', state 'Pending Review', due_date within next 5 days, assignment_group 'Security CAB', and include linked Salesforce Account; capture Salesforce data classification, due window, assignment group, and note any export requirements\n- x: The ServiceNow query succeeded but returned no incidents (incidents = []). How would you like me to proceed? Choose one and provide any needed details:\n\n1) Retry the query with different filters / wider date range\n - Tell me which filters to change: date range (e.g., last 30/90/365 days or start/end), state (New, In Progress, Resolved, Closed), priority (1\u20134), assignment group, assignee, or keyword.\n\n2) Create a new incident\n - Provide: short description, detailed description, priority/urgency, assignment group (or leave unassigned), contact name/email/phone, and any attachments/notes.\n\n3) Check incidents for a specific user, group, state, or priority\n - Provide the user name/ID, group name/ID, state, or priority range.\n\n4) Return all open incidents (no filters) or incidents from the last X days\n - Specify X (e.g., 30).\n\n5) I can automatically broaden the search for you (suggested quick options)\n - Examples: last 90 days; include Resolved and Closed; search across all assignment groups.\n - Confirm which automatic option you want.\n\nTell me which option and any filter/details, and I\u2019ll proceed." + } + ], + "matched_fragments": [ + "risk_score >= 80", + "due_date WITHIN NEXT 5 DAYS" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-08T11:49:55.817145+00:00", + "idx": 38, + "task": "Spot Salesforce expansions waiting on ServiceNow deployment approvals", + "prompt": "You are the finance liaison ensuring Salesforce expansion deals account for pending ServiceNow deployments.\n\nCapture Salesforce opportunity filters, ServiceNow approval linkage, amount threshold, and return fields clarified across the turns.\n\nRecord any tracker references if mentioned.\n\nUser: Need expansion deals that still wait on ServiceNow deployment approvals.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HMPT3Q5F8SD8SJG24QQHNE", + "status": "failed", + "output_text": "", + "expected_fragments": [ + "Type = Expansion", + "StageName = Proposal/Price Quote", + "CloseDate BETWEEN October 1 2024 AND October 15 2024", + "Amount > 500000", + "ServiceNow_Deployment_Approval__c = Pending", + "Fields: Opportunity Name, Owner, Amount, ServiceNow_Change_ID__c" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Spot Salesforce expansions waiting on ServiceNow deployment approvals", + "idx": 38, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-38-1762602477682", + "turn_index": 0 + }, + "variables": null, + "turns": [ + { + "turn_index": 0, + "user": "Need expansion deals that still wait on ServiceNow deployment approvals.", + "prompt": "You are the finance liaison ensuring Salesforce expansion deals account for pending ServiceNow deployments.\n\nCapture Salesforce opportunity filters, ServiceNow approval linkage, amount threshold, and return fields clarified across the turns.\n\nRecord any tracker references if mentioned.\n\nUser: Need expansion deals that still wait on ServiceNow deployment approvals.", + "response_status": "failed", + "response_text": null + } + ], + "matched_fragments": [], + "validation_status": "pipeline_error", + "validation_message": "Pipeline returned status 'failed' with empty output." + }, + { + "timestamp": "2025-11-08T11:51:15.205006+00:00", + "idx": 39, + "task": "Identify ServiceNow change tasks blocking Salesforce release", + "prompt": "You are the change execution shepherd connecting ServiceNow change tasks to Salesforce release-readiness.\n\nCapture the ServiceNow change ID, task type, state, Salesforce release reference, and due window clarified across turns.\n\nNote any tagging instructions if they surface.\n\nUser: Which change tasks are blocking the Salesforce release?", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HMTJBMA772F4XGQ72QJRNC", + "status": "failed", + "output_text": "", + "expected_fragments": [ + "parent_change=CHG0054321", + "Salesforce_Release='Atlas Summer24'", + "Task_Type=Testing", + "state=Work in Progress", + "assigned_to=QA Guild", + "due_date WITHIN NEXT 3 DAYS", + "Fields: Task Number, Salesforce_Release_ID__c" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Identify ServiceNow change tasks blocking Salesforce release", + "idx": 39, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-39-1762602600818", + "turn_index": 0 + }, + "variables": null, + "turns": [ + { + "turn_index": 0, + "user": "Which change tasks are blocking the Salesforce release?", + "prompt": "You are the change execution shepherd connecting ServiceNow change tasks to Salesforce release-readiness.\n\nCapture the ServiceNow change ID, task type, state, Salesforce release reference, and due window clarified across turns.\n\nNote any tagging instructions if they surface.\n\nUser: Which change tasks are blocking the Salesforce release?", + "response_status": "failed", + "response_text": null + } + ], + "matched_fragments": [], + "validation_status": "pipeline_error", + "validation_message": "Pipeline returned status 'failed' with empty output." + }, + { + "timestamp": "2025-11-08T11:54:04.652346+00:00", + "idx": 40, + "task": "Align QuickBooks delinquent accounts with ServiceNow support queues", + "prompt": "You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.\n\nCapture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.\n\nNote any escalation triggers if they surface.\n\nConversation so far:\nUser: Need delinquent QuickBooks accounts surfaced to ServiceNow support.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Capture QuickBooks delinquency criteria; ServiceNow queue routing for delinquent accounts; notification fields to populate in ServiceNow (customer name, customer ID, invoice ID, invoice date, outstanding balance, days past due, contact phone/email, account manager, customer tier); follow-up expectations (initial outreach SLA, assigned support queue/owner, outreach cadence and allowed contact attempts, expected resolution actions); escalation triggers (days past due thresholds, outstanding amount thresholds, failed outreach attempts, high-risk customer tiers)\n- x_help_depends_on: null\n- x_help_api_task: Document mapping and operational rules to surface QuickBooks delinquent accounts to ServiceNow support for outreach, including routing, notification payload, follow-up cadence, and escalation conditions\n- x: {\n \"status\": \"no_content\",\n \"message\": \"The help_api returned an empty response.\",\n \"raw_response\": \"\",\n \"suggested_actions\": [\n \"Retry the help_api request.\",\n \"Verify the help_api endpoint URL and any required authentication or headers.\",\n \"Ensure the service is running and able to return JSON or text content.\"\n ],\n \"example_help_response\": {\n \"description\": \"Typical help_api response lists available APIs and usage instructions.\",\n \"endpoints\": [\n {\n \"name\": \"profit_loss_api\",\n \"description\": \"Returns profit and loss report data for a specified period.\"\n },\n {\n \"name\": \"help_api\",\n \"description\": \"Provides information about available APIs and usage examples.\"\n }\n ],\n \"usage_example\": \"Call help_api with no parameters (or with ?format=json) to receive a JSON list of available endpoints and brief usage notes.\"\n }\n}\nUser: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.\nAssistant: Plan:\n1. get_info_api(x_report_start_date) -> type_report_start_date\n2. get_info_api(x_report_end_date) -> type_report_end_date\n3. assign(x_customer_sales_report_depends_on) -> x_customer_sales_report_depends_on\n4. assign(x_customer_sales_report_api_task) -> x_customer_sales_report_api_task\n5. sales_by_customer_api(x_report_start_date, x_report_end_date, x_customer_sales_report_depends_on, x_customer_sales_report_api_task) -> x\n\nExecution Results:\n- x_report_start_date: You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.\n\nCapture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.\n\nNote any escalation triggers if they surface.\n\nConversation so far:\nUser: Need delinquent QuickBooks accounts surfaced to ServiceNow support.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Capture QuickBooks delinquency criteria; ServiceNow queue routing for delinquent accounts; notification fields to populate in ServiceNow (customer name, customer ID, invoice ID, invoice date, outstanding balance, days past due, contact phone/email, account manager, customer tier); follow-up expectations (initial outreach SLA, assigned support queue/owner, outreach cadence and allowed contact attempts, expected resolution actions); escalation triggers (days past due thresholds, outstanding amount thresholds, failed outreach attempts, high-risk customer tiers)\n- x_help_depends_on: null\n- x_help_api_task: Document mapping and operational rules to surface QuickBooks delinquent accounts to ServiceNow support for outreach, including routing, notification payload, follow-up cadence, and escalation conditions\n- x: {\n \"status\": \"no_content\",\n \"message\": \"The help_api returned an empty response.\",\n \"raw_response\": \"\",\n \"suggested_actions\": [\n \"Retry the help_api request.\",\n \"Verify the help_api endpoint URL and any required authentication or headers.\",\n \"Ensure the service is running and able to return JSON or text content.\"\n ],\n \"example_help_response\": {\n \"description\": \"Typical help_api response lists available APIs and usage instructions.\",\n \"endpoints\": [\n {\n \"name\": \"profit_loss_api\",\n \"description\": \"Returns profit and loss report data for a specified period.\"\n },\n {\n \"name\": \"help_api\",\n \"description\": \"Provides information about available APIs and usage examples.\"\n }\n ],\n \"usage_example\": \"Call help_api with no parameters (or with ?format=json) to receive a JSON list of available endpoints and brief usage notes.\"\n }\n}\n\nUser: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.\n- x_report_end_date: You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.\n\nCapture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.\n\nNote any escalation triggers if they surface.\n\nConversation so far:\nUser: Need delinquent QuickBooks accounts surfaced to ServiceNow support.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Capture QuickBooks delinquency criteria; ServiceNow queue routing for delinquent accounts; notification fields to populate in ServiceNow (customer name, customer ID, invoice ID, invoice date, outstanding balance, days past due, contact phone/email, account manager, customer tier); follow-up expectations (initial outreach SLA, assigned support queue/owner, outreach cadence and allowed contact attempts, expected resolution actions); escalation triggers (days past due thresholds, outstanding amount thresholds, failed outreach attempts, high-risk customer tiers)\n- x_help_depends_on: null\n- x_help_api_task: Document mapping and operational rules to surface QuickBooks delinquent accounts to ServiceNow support for outreach, including routing, notification payload, follow-up cadence, and escalation conditions\n- x: {\n \"status\": \"no_content\",\n \"message\": \"The help_api returned an empty response.\",\n \"raw_response\": \"\",\n \"suggested_actions\": [\n \"Retry the help_api request.\",\n \"Verify the help_api endpoint URL and any required authentication or headers.\",\n \"Ensure the service is running and able to return JSON or text content.\"\n ],\n \"example_help_response\": {\n \"description\": \"Typical help_api response lists available APIs and usage instructions.\",\n \"endpoints\": [\n {\n \"name\": \"profit_loss_api\",\n \"description\": \"Returns profit and loss report data for a specified period.\"\n },\n {\n \"name\": \"help_api\",\n \"description\": \"Provides information about available APIs and usage examples.\"\n }\n ],\n \"usage_example\": \"Call help_api with no parameters (or with ?format=json) to receive a JSON list of available endpoints and brief usage notes.\"\n }\n}\n\nUser: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.\n- x_customer_sales_report_depends_on: null\n- x_customer_sales_report_api_task: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'; include customer name, customer ID, invoice ID(s), invoice date(s), outstanding balance, days past due, contact phone/email, account manager, and customer tier for ServiceNow routing and outreach\n- x: {'ReportName': 'Sales by Customer Report', 'StartPeriod': '', 'EndPeriod': '', 'Currency': '', 'SalesByCustomer': [], 'GroupedSales': [], 'GrandTotal': 0}\n\nUser: Create ServiceNow incidents assigned to 'Customer Care Finance', include balance amount, and flag follow-up within 48 hours.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9HN0C1ZT5FC2372W3MMZAKB", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_info) -> x_incident_info\n2. assign(x_servicenow_incident_depends_on) -> x_servicenow_incident_depends_on\n3. assign(x_servicenow_incident_api_task) -> x_servicenow_incident_api_task\n4. service_now_create_incident_api(x_incident_info, x_servicenow_incident_depends_on, x_servicenow_incident_api_task) -> x\n\nExecution Results:\n- x_incident_info: Create ServiceNow incidents for QuickBooks customers from the Sales by Customer Report where balance is overdue >30 days and status='Delinquent'. Each incident must include balance amount and key fields (customer name, customer ID, invoice ID(s), invoice date(s), outstanding balance, days past due, contact phone/email, account manager, customer tier) and be flagged for follow-up within 48 hours.\n- x_servicenow_incident_depends_on: customer_sales_report\n- x_servicenow_incident_api_task: Create incidents assigned to 'Customer Care Finance', include balance amount, flag follow-up SLA within 48 hours, and route for outreach according to delinquency and escalation rules.\n- x: {\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"created_incidents\": [\n {\n \"request_id\": \"1\",\n \"incident_sys_id\": \"db4c5c1283457210b5a95c50ceaad38d\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/incident/db4c5c1283457210b5a95c50ceaad38d\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"execution_time_ms\": 375\n },\n {\n \"request_id\": \"2\",\n \"incident_sys_id\": \"2f4cdc1e83c57210b5a95c50ceaad35b\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/incident/2f4cdc1e83c57210b5a95c50ceaad35b\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"execution_time_ms\": 66\n }\n ],\n \"created_count\": 2,\n \"unserviced_requests\": []\n}", + "expected_fragments": [ + "QuickBooks: Retrieve customers overdue > 30 days with status Delinquent", + "ServiceNow: Create incidents assigned to Customer Care Finance", + "Populate balance amount and set follow-up due within 48 hours" + ], + "metadata": { + "dataset": "benchmark_multi_turn", + "task": "Align QuickBooks delinquent accounts with ServiceNow support queues", + "idx": 40, + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": "benchmark-40-1762602680205", + "turn_index": 2, + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_info" + ], + "result_variable": "x_incident_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_depends_on" + ], + "result_variable": "x_servicenow_incident_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_api_task" + ], + "result_variable": "x_servicenow_incident_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_create_incident_api", + "parameters": [ + "x_incident_info", + "x_servicenow_incident_depends_on", + "x_servicenow_incident_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_incident_info": "Create ServiceNow incidents for QuickBooks customers from the Sales by Customer Report where balance is overdue >30 days and status='Delinquent'. Each incident must include balance amount and key fields (customer name, customer ID, invoice ID(s), invoice date(s), outstanding balance, days past due, contact phone/email, account manager, customer tier) and be flagged for follow-up within 48 hours.", + "x_servicenow_incident_depends_on": "customer_sales_report", + "x_servicenow_incident_api_task": "Create incidents assigned to 'Customer Care Finance', include balance amount, flag follow-up SLA within 48 hours, and route for outreach according to delinquency and escalation rules.", + "x": "{\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"created_incidents\": [\n {\n \"request_id\": \"1\",\n \"incident_sys_id\": \"db4c5c1283457210b5a95c50ceaad38d\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/incident/db4c5c1283457210b5a95c50ceaad38d\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"execution_time_ms\": 375\n },\n {\n \"request_id\": \"2\",\n \"incident_sys_id\": \"2f4cdc1e83c57210b5a95c50ceaad35b\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/incident/2f4cdc1e83c57210b5a95c50ceaad35b\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"execution_time_ms\": 66\n }\n ],\n \"created_count\": 2,\n \"unserviced_requests\": []\n}" + } + }, + "variables": { + "x_incident_info": "Create ServiceNow incidents for QuickBooks customers from the Sales by Customer Report where balance is overdue >30 days and status='Delinquent'. Each incident must include balance amount and key fields (customer name, customer ID, invoice ID(s), invoice date(s), outstanding balance, days past due, contact phone/email, account manager, customer tier) and be flagged for follow-up within 48 hours.", + "x_servicenow_incident_depends_on": "customer_sales_report", + "x_servicenow_incident_api_task": "Create incidents assigned to 'Customer Care Finance', include balance amount, flag follow-up SLA within 48 hours, and route for outreach according to delinquency and escalation rules.", + "x": "{\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"created_incidents\": [\n {\n \"request_id\": \"1\",\n \"incident_sys_id\": \"db4c5c1283457210b5a95c50ceaad38d\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/incident/db4c5c1283457210b5a95c50ceaad38d\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"execution_time_ms\": 375\n },\n {\n \"request_id\": \"2\",\n \"incident_sys_id\": \"2f4cdc1e83c57210b5a95c50ceaad35b\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/incident/2f4cdc1e83c57210b5a95c50ceaad35b\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"execution_time_ms\": 66\n }\n ],\n \"created_count\": 2,\n \"unserviced_requests\": []\n}" + }, + "turns": [ + { + "turn_index": 0, + "user": "Need delinquent QuickBooks accounts surfaced to ServiceNow support.", + "prompt": "You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.\n\nCapture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.\n\nNote any escalation triggers if they surface.\n\nUser: Need delinquent QuickBooks accounts surfaced to ServiceNow support.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Capture QuickBooks delinquency criteria; ServiceNow queue routing for delinquent accounts; notification fields to populate in ServiceNow (customer name, customer ID, invoice ID, invoice date, outstanding balance, days past due, contact phone/email, account manager, customer tier); follow-up expectations (initial outreach SLA, assigned support queue/owner, outreach cadence and allowed contact attempts, expected resolution actions); escalation triggers (days past due thresholds, outstanding amount thresholds, failed outreach attempts, high-risk customer tiers)\n- x_help_depends_on: null\n- x_help_api_task: Document mapping and operational rules to surface QuickBooks delinquent accounts to ServiceNow support for outreach, including routing, notification payload, follow-up cadence, and escalation conditions\n- x: {\n \"status\": \"no_content\",\n \"message\": \"The help_api returned an empty response.\",\n \"raw_response\": \"\",\n \"suggested_actions\": [\n \"Retry the help_api request.\",\n \"Verify the help_api endpoint URL and any required authentication or headers.\",\n \"Ensure the service is running and able to return JSON or text content.\"\n ],\n \"example_help_response\": {\n \"description\": \"Typical help_api response lists available APIs and usage instructions.\",\n \"endpoints\": [\n {\n \"name\": \"profit_loss_api\",\n \"description\": \"Returns profit and loss report data for a specified period.\"\n },\n {\n \"name\": \"help_api\",\n \"description\": \"Provides information about available APIs and usage examples.\"\n }\n ],\n \"usage_example\": \"Call help_api with no parameters (or with ?format=json) to receive a JSON list of available endpoints and brief usage notes.\"\n }\n}" + }, + { + "turn_index": 1, + "user": "Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.", + "prompt": "You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.\n\nCapture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.\n\nNote any escalation triggers if they surface.\n\nConversation so far:\nUser: Need delinquent QuickBooks accounts surfaced to ServiceNow support.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Capture QuickBooks delinquency criteria; ServiceNow queue routing for delinquent accounts; notification fields to populate in ServiceNow (customer name, customer ID, invoice ID, invoice date, outstanding balance, days past due, contact phone/email, account manager, customer tier); follow-up expectations (initial outreach SLA, assigned support queue/owner, outreach cadence and allowed contact attempts, expected resolution actions); escalation triggers (days past due thresholds, outstanding amount thresholds, failed outreach attempts, high-risk customer tiers)\n- x_help_depends_on: null\n- x_help_api_task: Document mapping and operational rules to surface QuickBooks delinquent accounts to ServiceNow support for outreach, including routing, notification payload, follow-up cadence, and escalation conditions\n- x: {\n \"status\": \"no_content\",\n \"message\": \"The help_api returned an empty response.\",\n \"raw_response\": \"\",\n \"suggested_actions\": [\n \"Retry the help_api request.\",\n \"Verify the help_api endpoint URL and any required authentication or headers.\",\n \"Ensure the service is running and able to return JSON or text content.\"\n ],\n \"example_help_response\": {\n \"description\": \"Typical help_api response lists available APIs and usage instructions.\",\n \"endpoints\": [\n {\n \"name\": \"profit_loss_api\",\n \"description\": \"Returns profit and loss report data for a specified period.\"\n },\n {\n \"name\": \"help_api\",\n \"description\": \"Provides information about available APIs and usage examples.\"\n }\n ],\n \"usage_example\": \"Call help_api with no parameters (or with ?format=json) to receive a JSON list of available endpoints and brief usage notes.\"\n }\n}\n\nUser: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.", + "response_status": "completed", + "response_text": "Plan:\n1. get_info_api(x_report_start_date) -> type_report_start_date\n2. get_info_api(x_report_end_date) -> type_report_end_date\n3. assign(x_customer_sales_report_depends_on) -> x_customer_sales_report_depends_on\n4. assign(x_customer_sales_report_api_task) -> x_customer_sales_report_api_task\n5. sales_by_customer_api(x_report_start_date, x_report_end_date, x_customer_sales_report_depends_on, x_customer_sales_report_api_task) -> x\n\nExecution Results:\n- x_report_start_date: You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.\n\nCapture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.\n\nNote any escalation triggers if they surface.\n\nConversation so far:\nUser: Need delinquent QuickBooks accounts surfaced to ServiceNow support.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Capture QuickBooks delinquency criteria; ServiceNow queue routing for delinquent accounts; notification fields to populate in ServiceNow (customer name, customer ID, invoice ID, invoice date, outstanding balance, days past due, contact phone/email, account manager, customer tier); follow-up expectations (initial outreach SLA, assigned support queue/owner, outreach cadence and allowed contact attempts, expected resolution actions); escalation triggers (days past due thresholds, outstanding amount thresholds, failed outreach attempts, high-risk customer tiers)\n- x_help_depends_on: null\n- x_help_api_task: Document mapping and operational rules to surface QuickBooks delinquent accounts to ServiceNow support for outreach, including routing, notification payload, follow-up cadence, and escalation conditions\n- x: {\n \"status\": \"no_content\",\n \"message\": \"The help_api returned an empty response.\",\n \"raw_response\": \"\",\n \"suggested_actions\": [\n \"Retry the help_api request.\",\n \"Verify the help_api endpoint URL and any required authentication or headers.\",\n \"Ensure the service is running and able to return JSON or text content.\"\n ],\n \"example_help_response\": {\n \"description\": \"Typical help_api response lists available APIs and usage instructions.\",\n \"endpoints\": [\n {\n \"name\": \"profit_loss_api\",\n \"description\": \"Returns profit and loss report data for a specified period.\"\n },\n {\n \"name\": \"help_api\",\n \"description\": \"Provides information about available APIs and usage examples.\"\n }\n ],\n \"usage_example\": \"Call help_api with no parameters (or with ?format=json) to receive a JSON list of available endpoints and brief usage notes.\"\n }\n}\n\nUser: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.\n- x_report_end_date: You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.\n\nCapture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.\n\nNote any escalation triggers if they surface.\n\nConversation so far:\nUser: Need delinquent QuickBooks accounts surfaced to ServiceNow support.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Capture QuickBooks delinquency criteria; ServiceNow queue routing for delinquent accounts; notification fields to populate in ServiceNow (customer name, customer ID, invoice ID, invoice date, outstanding balance, days past due, contact phone/email, account manager, customer tier); follow-up expectations (initial outreach SLA, assigned support queue/owner, outreach cadence and allowed contact attempts, expected resolution actions); escalation triggers (days past due thresholds, outstanding amount thresholds, failed outreach attempts, high-risk customer tiers)\n- x_help_depends_on: null\n- x_help_api_task: Document mapping and operational rules to surface QuickBooks delinquent accounts to ServiceNow support for outreach, including routing, notification payload, follow-up cadence, and escalation conditions\n- x: {\n \"status\": \"no_content\",\n \"message\": \"The help_api returned an empty response.\",\n \"raw_response\": \"\",\n \"suggested_actions\": [\n \"Retry the help_api request.\",\n \"Verify the help_api endpoint URL and any required authentication or headers.\",\n \"Ensure the service is running and able to return JSON or text content.\"\n ],\n \"example_help_response\": {\n \"description\": \"Typical help_api response lists available APIs and usage instructions.\",\n \"endpoints\": [\n {\n \"name\": \"profit_loss_api\",\n \"description\": \"Returns profit and loss report data for a specified period.\"\n },\n {\n \"name\": \"help_api\",\n \"description\": \"Provides information about available APIs and usage examples.\"\n }\n ],\n \"usage_example\": \"Call help_api with no parameters (or with ?format=json) to receive a JSON list of available endpoints and brief usage notes.\"\n }\n}\n\nUser: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.\n- x_customer_sales_report_depends_on: null\n- x_customer_sales_report_api_task: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'; include customer name, customer ID, invoice ID(s), invoice date(s), outstanding balance, days past due, contact phone/email, account manager, and customer tier for ServiceNow routing and outreach\n- x: {'ReportName': 'Sales by Customer Report', 'StartPeriod': '', 'EndPeriod': '', 'Currency': '', 'SalesByCustomer': [], 'GroupedSales': [], 'GrandTotal': 0}" + }, + { + "turn_index": 2, + "user": "Create ServiceNow incidents assigned to 'Customer Care Finance', include balance amount, and flag follow-up within 48 hours.", + "prompt": "You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.\n\nCapture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.\n\nNote any escalation triggers if they surface.\n\nConversation so far:\nUser: Need delinquent QuickBooks accounts surfaced to ServiceNow support.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Capture QuickBooks delinquency criteria; ServiceNow queue routing for delinquent accounts; notification fields to populate in ServiceNow (customer name, customer ID, invoice ID, invoice date, outstanding balance, days past due, contact phone/email, account manager, customer tier); follow-up expectations (initial outreach SLA, assigned support queue/owner, outreach cadence and allowed contact attempts, expected resolution actions); escalation triggers (days past due thresholds, outstanding amount thresholds, failed outreach attempts, high-risk customer tiers)\n- x_help_depends_on: null\n- x_help_api_task: Document mapping and operational rules to surface QuickBooks delinquent accounts to ServiceNow support for outreach, including routing, notification payload, follow-up cadence, and escalation conditions\n- x: {\n \"status\": \"no_content\",\n \"message\": \"The help_api returned an empty response.\",\n \"raw_response\": \"\",\n \"suggested_actions\": [\n \"Retry the help_api request.\",\n \"Verify the help_api endpoint URL and any required authentication or headers.\",\n \"Ensure the service is running and able to return JSON or text content.\"\n ],\n \"example_help_response\": {\n \"description\": \"Typical help_api response lists available APIs and usage instructions.\",\n \"endpoints\": [\n {\n \"name\": \"profit_loss_api\",\n \"description\": \"Returns profit and loss report data for a specified period.\"\n },\n {\n \"name\": \"help_api\",\n \"description\": \"Provides information about available APIs and usage examples.\"\n }\n ],\n \"usage_example\": \"Call help_api with no parameters (or with ?format=json) to receive a JSON list of available endpoints and brief usage notes.\"\n }\n}\nUser: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.\nAssistant: Plan:\n1. get_info_api(x_report_start_date) -> type_report_start_date\n2. get_info_api(x_report_end_date) -> type_report_end_date\n3. assign(x_customer_sales_report_depends_on) -> x_customer_sales_report_depends_on\n4. assign(x_customer_sales_report_api_task) -> x_customer_sales_report_api_task\n5. sales_by_customer_api(x_report_start_date, x_report_end_date, x_customer_sales_report_depends_on, x_customer_sales_report_api_task) -> x\n\nExecution Results:\n- x_report_start_date: You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.\n\nCapture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.\n\nNote any escalation triggers if they surface.\n\nConversation so far:\nUser: Need delinquent QuickBooks accounts surfaced to ServiceNow support.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Capture QuickBooks delinquency criteria; ServiceNow queue routing for delinquent accounts; notification fields to populate in ServiceNow (customer name, customer ID, invoice ID, invoice date, outstanding balance, days past due, contact phone/email, account manager, customer tier); follow-up expectations (initial outreach SLA, assigned support queue/owner, outreach cadence and allowed contact attempts, expected resolution actions); escalation triggers (days past due thresholds, outstanding amount thresholds, failed outreach attempts, high-risk customer tiers)\n- x_help_depends_on: null\n- x_help_api_task: Document mapping and operational rules to surface QuickBooks delinquent accounts to ServiceNow support for outreach, including routing, notification payload, follow-up cadence, and escalation conditions\n- x: {\n \"status\": \"no_content\",\n \"message\": \"The help_api returned an empty response.\",\n \"raw_response\": \"\",\n \"suggested_actions\": [\n \"Retry the help_api request.\",\n \"Verify the help_api endpoint URL and any required authentication or headers.\",\n \"Ensure the service is running and able to return JSON or text content.\"\n ],\n \"example_help_response\": {\n \"description\": \"Typical help_api response lists available APIs and usage instructions.\",\n \"endpoints\": [\n {\n \"name\": \"profit_loss_api\",\n \"description\": \"Returns profit and loss report data for a specified period.\"\n },\n {\n \"name\": \"help_api\",\n \"description\": \"Provides information about available APIs and usage examples.\"\n }\n ],\n \"usage_example\": \"Call help_api with no parameters (or with ?format=json) to receive a JSON list of available endpoints and brief usage notes.\"\n }\n}\n\nUser: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.\n- x_report_end_date: You are the support finance integrator making sure QuickBooks delinquency flags reach ServiceNow support for outreach.\n\nCapture QuickBooks delinquency criteria, ServiceNow queue routing, notification fields, and follow-up expectations clarified in the conversation.\n\nNote any escalation triggers if they surface.\n\nConversation so far:\nUser: Need delinquent QuickBooks accounts surfaced to ServiceNow support.\nAssistant: Plan:\n1. assign(x_help_topic) -> x_help_topic\n2. assign(x_help_depends_on) -> x_help_depends_on\n3. assign(x_help_api_task) -> x_help_api_task\n4. help_api(x_help_topic, x_help_depends_on, x_help_api_task) -> x\n\nExecution Results:\n- x_help_topic: Capture QuickBooks delinquency criteria; ServiceNow queue routing for delinquent accounts; notification fields to populate in ServiceNow (customer name, customer ID, invoice ID, invoice date, outstanding balance, days past due, contact phone/email, account manager, customer tier); follow-up expectations (initial outreach SLA, assigned support queue/owner, outreach cadence and allowed contact attempts, expected resolution actions); escalation triggers (days past due thresholds, outstanding amount thresholds, failed outreach attempts, high-risk customer tiers)\n- x_help_depends_on: null\n- x_help_api_task: Document mapping and operational rules to surface QuickBooks delinquent accounts to ServiceNow support for outreach, including routing, notification payload, follow-up cadence, and escalation conditions\n- x: {\n \"status\": \"no_content\",\n \"message\": \"The help_api returned an empty response.\",\n \"raw_response\": \"\",\n \"suggested_actions\": [\n \"Retry the help_api request.\",\n \"Verify the help_api endpoint URL and any required authentication or headers.\",\n \"Ensure the service is running and able to return JSON or text content.\"\n ],\n \"example_help_response\": {\n \"description\": \"Typical help_api response lists available APIs and usage instructions.\",\n \"endpoints\": [\n {\n \"name\": \"profit_loss_api\",\n \"description\": \"Returns profit and loss report data for a specified period.\"\n },\n {\n \"name\": \"help_api\",\n \"description\": \"Provides information about available APIs and usage examples.\"\n }\n ],\n \"usage_example\": \"Call help_api with no parameters (or with ?format=json) to receive a JSON list of available endpoints and brief usage notes.\"\n }\n}\n\nUser: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'.\n- x_customer_sales_report_depends_on: null\n- x_customer_sales_report_api_task: Pull QuickBooks customers with balance overdue more than 30 days and status 'Delinquent'; include customer name, customer ID, invoice ID(s), invoice date(s), outstanding balance, days past due, contact phone/email, account manager, and customer tier for ServiceNow routing and outreach\n- x: {'ReportName': 'Sales by Customer Report', 'StartPeriod': '', 'EndPeriod': '', 'Currency': '', 'SalesByCustomer': [], 'GroupedSales': [], 'GrandTotal': 0}\n\nUser: Create ServiceNow incidents assigned to 'Customer Care Finance', include balance amount, and flag follow-up within 48 hours.", + "response_status": "completed", + "response_text": "Plan:\n1. assign(x_incident_info) -> x_incident_info\n2. assign(x_servicenow_incident_depends_on) -> x_servicenow_incident_depends_on\n3. assign(x_servicenow_incident_api_task) -> x_servicenow_incident_api_task\n4. service_now_create_incident_api(x_incident_info, x_servicenow_incident_depends_on, x_servicenow_incident_api_task) -> x\n\nExecution Results:\n- x_incident_info: Create ServiceNow incidents for QuickBooks customers from the Sales by Customer Report where balance is overdue >30 days and status='Delinquent'. Each incident must include balance amount and key fields (customer name, customer ID, invoice ID(s), invoice date(s), outstanding balance, days past due, contact phone/email, account manager, customer tier) and be flagged for follow-up within 48 hours.\n- x_servicenow_incident_depends_on: customer_sales_report\n- x_servicenow_incident_api_task: Create incidents assigned to 'Customer Care Finance', include balance amount, flag follow-up SLA within 48 hours, and route for outreach according to delinquency and escalation rules.\n- x: {\n \"status\": \"success\",\n \"batch_request_id\": \"1\",\n \"created_incidents\": [\n {\n \"request_id\": \"1\",\n \"incident_sys_id\": \"db4c5c1283457210b5a95c50ceaad38d\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/incident/db4c5c1283457210b5a95c50ceaad38d\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"execution_time_ms\": 375\n },\n {\n \"request_id\": \"2\",\n \"incident_sys_id\": \"2f4cdc1e83c57210b5a95c50ceaad35b\",\n \"location\": \"https://dev188189.service-now.com/api/now/table/incident/2f4cdc1e83c57210b5a95c50ceaad35b\",\n \"status_code\": 201,\n \"status_text\": \"Created\",\n \"execution_time_ms\": 66\n }\n ],\n \"created_count\": 2,\n \"unserviced_requests\": []\n}" + } + ], + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + } +] \ No newline at end of file diff --git a/enterprise_arena_single_step_queries.json b/enterprise_arena_single_step_queries.json new file mode 100644 index 0000000..9f9c241 --- /dev/null +++ b/enterprise_arena_single_step_queries.json @@ -0,0 +1,607 @@ +[ + { + "idx": 1, + "task": "Retrieve Salesforce leads created within 30 days", + "persona": "You are the Salesforce lead operations analyst translating executive follow-ups into precise lead filters.", + "metadata": { + "required": "Extract the time window for lead creation, the objects or fields to return, and any dependency systems referenced.", + "optional": "Include segmentation notes like region or campaign if mentioned." + }, + "query": "Growth VP Sonia needs a Salesforce query that pulls all leads created in the last 30 days and returns lead names plus email addresses so she can sync with the nurture playbook dashboard.", + "answer": [ + "CreatedDate = LAST 30 DAYS", + "Fields: Name, Email" + ] + }, + { + "idx": 2, + "task": "List open high-priority ServiceNow incidents", + "persona": "You are the ServiceNow incident triage coordinator turning operations pings into backlog filters.", + "metadata": { + "required": "Capture the priority and state filters plus any ordering or dependency feeds.", + "optional": "Include assignment group hints if stakeholders provide them." + }, + "query": "Support commander Ravi wants a ServiceNow incident query listing high priority incidents that are still open ordered by most recent update, referencing the midnight bridge summary.", + "answer": [ + "priority=1", + "state!=Closed", + "ORDERBYDESC sys_updated_on" + ] + }, + { + "idx": 3, + "task": "Report Salesforce opportunities by close date", + "persona": "You are the Salesforce revenue desk analyst interpreting sales leadership prompts into SOQL clauses.", + "metadata": { + "required": "Identify the close date window, stage requirement, and any dependent data sets to reconcile.", + "optional": "Surface requested projection fields if mentioned." + }, + "query": "CRO Hayden asked for a Salesforce opportunity list for deals closing between July 1 2024 and July 31 2024 where the stage sits at 'Negotiation/Review', so he can align with the forecasting cube.", + "answer": [ + "CloseDate >= July 1 2024", + "CloseDate <= July 31 2024", + "StageName = Negotiation/Review" + ] + }, + { + "idx": 4, + "task": "Identify ServiceNow incidents by assignment group", + "persona": "You are the ServiceNow on-call analyst translating escalation channel requests into targeted queue lookups.", + "metadata": { + "required": "Capture the assignment group, status filter, and sorting guidance from the requester.", + "optional": "Include any dependency exports if noted." + }, + "query": "Network duty manager Elise needs a ServiceNow incident view of all active records assigned to 'Edge Networking Response' sorted by opened date using the bridge ops workbook for cross-checking.", + "answer": [ + "assignment_group=Edge Networking Response", + "stateIN(New,In Progress)", + "ORDERBY opened_at" + ] + }, + { + "idx": 5, + "task": "Fetch Salesforce lead owners for critical campaign", + "persona": "You are the Salesforce campaign revitalization specialist converting marketing briefs into lead queries.", + "metadata": { + "required": "Extract the campaign name, status filter, and fields requested for export.", + "optional": "Note geo or persona slices if provided." + }, + "query": "Campaign strategist Mariah wants the Salesforce lead list on campaign 'AI_Insights_Q3' with status 'Working' showing owner names and work emails so she can queue the SDR handoff deck.", + "answer": [ + "Campaign = AI_Insights_Q3", + "Status = Working", + "Fields: Owner.Name, Email" + ] + }, + { + "idx": 6, + "task": "Surface ServiceNow change requests pending approval", + "persona": "You are the ServiceNow change governance partner who turns CAB requests into actionable filters.", + "metadata": { + "required": "Capture the approval state, risk level, and any date parameters.", + "optional": "Include ordering or dependency feed if stated." + }, + "query": "Change chair Imani needs a ServiceNow change request query for all normal changes pending approval with risk High submitted in the last 7 days, aligned with the CAB prep export.", + "answer": [ + "type=Normal", + "approval=Requested", + "risk=High", + "sys_created_on = LAST 7 DAYS" + ] + }, + { + "idx": 7, + "task": "Extract Salesforce cases awaiting customer reply", + "persona": "You are the Salesforce support workflow analyst mapping success manager asks into queue filters.", + "metadata": { + "required": "Log the case status, reason for filtering, and any channel focus.", + "optional": "Capture target owner team if supplied." + }, + "query": "Support director Noel wants Salesforce cases where Status equals 'Waiting on Customer' and Origin is 'Email' so they can prioritize reminders with the escalation dashboard.", + "answer": [ + "Status = Waiting on Customer", + "Origin = Email" + ] + }, + { + "idx": 8, + "task": "Locate ServiceNow incidents by category and location", + "persona": "You are the ServiceNow campus responder translating facilities pings into incident filters.", + "metadata": { + "required": "Extract the category, subcategory, location, and state conditions.", + "optional": "Include dependency references if named." + }, + "query": "Facilities coordinator Omar needs ServiceNow incidents with Category 'Facilities' and Subcategory 'HVAC' still in state 'In Progress' for location 'HQ South Wing' per the maintenance outage tracker.", + "answer": [ + "category=Facilities", + "subcategory=HVAC", + "location=HQ South Wing", + "state=In Progress" + ] + }, + { + "idx": 9, + "task": "Compile Salesforce tasks due this week", + "persona": "You are the Salesforce customer success enablement partner translating team standups into actionable task reports.", + "metadata": { + "required": "Capture the due date window, task status, and priority requirements.", + "optional": "Note referenced dashboards if provided." + }, + "query": "CS manager Bailey is asking for Salesforce tasks due between June 3 2024 and June 7 2024 with status 'Not Started' and priority 'High' so she can balance workload in the renewal cockpit.", + "answer": [ + "ActivityDate >= June 3 2024", + "ActivityDate <= June 7 2024", + "Status = Not Started", + "Priority = High" + ] + }, + { + "idx": 10, + "task": "Identify ServiceNow knowledge articles expiring soon", + "persona": "You are the ServiceNow knowledge curator who converts enablement nudges into content audits.", + "metadata": { + "required": "List the expiration window, article workflow state, and any ownership cues.", + "optional": "Include ordering guidance if provided." + }, + "query": "Knowledge manager Priya wants a ServiceNow knowledge base query for articles expiring within the next 14 days that are still in 'Published' state owned by the 'Support Engineering' group aligned with the quarterly maintenance sheet.", + "answer": [ + "kb_knowledge.expiration_date = NEXT 14 DAYS", + "workflow_state=Published", + "owner_group=Support Engineering" + ] + }, + { + "idx": 11, + "task": "Fetch Salesforce contacts by account tier", + "persona": "You are the Salesforce account data steward translating segmentation asks into contact filters.", + "metadata": { + "required": "Extract the tier condition, industry focus, and fields to return.", + "optional": "Include dependency or dashboard references if mentioned." + }, + "query": "Revenue ops lead Jonas needs Salesforce contacts whose parent accounts carry Tier 'Strategic' within industry 'Healthcare', returning full name and mobile number so he can seed the outreach planner.", + "answer": [ + "Account.Tier__c = Strategic", + "Account.Industry = Healthcare", + "Fields: Name, MobilePhone" + ] + }, + { + "idx": 12, + "task": "Filter ServiceNow problem records by impact", + "persona": "You are the ServiceNow problem management analyst converting review board notes into targeted queries.", + "metadata": { + "required": "Capture the impact setting, state, and any timeframe filters.", + "optional": "Include referenced data sources if supplied." + }, + "query": "Problem lead Matteo wants ServiceNow problem records with impact High and state 'Known Error' created within the past 45 days using the reliability review export to double-check scope.", + "answer": [ + "impact=High", + "state=Known Error", + "sys_created_on = LAST 45 DAYS" + ] + }, + { + "idx": 13, + "task": "Generate Salesforce campaign member export", + "persona": "You are the Salesforce lifecycle marketing specialist turning calendar briefs into precise member queries.", + "metadata": { + "required": "Identify the campaign name, member status filter, and fields to project.", + "optional": "Note dependency spreadsheets if present." + }, + "query": "Lifecycle manager Nalini needs an export of Salesforce campaign members for 'FY25_Product_Intro' with Member Status 'Responded' showing contact name and job title to sync with the webinar recap sheet.", + "answer": [ + "Campaign = FY25_Product_Intro", + "MemberStatus = Responded", + "Fields: Contact.Name, Contact.Title" + ] + }, + { + "idx": 14, + "task": "Locate ServiceNow incidents with pending vendor", + "persona": "You are the ServiceNow vendor liaison transforming supplier escalations into oversight queries.", + "metadata": { + "required": "Capture the vendor field, state filter, and priority requirement.", + "optional": "Include dependency references if mentioned." + }, + "query": "Vendor manager Celine wants ServiceNow incidents tagged to vendor 'TelcoOne' where state is 'Awaiting Vendor' and priority is 2 so she can join tomorrow's carrier review using the vendor performance dashboard.", + "answer": [ + "vendor=TelcoOne", + "state=Awaiting Vendor", + "priority=2" + ] + }, + { + "idx": 15, + "task": "Retrieve Salesforce quote approvals needed", + "persona": "You are the Salesforce deal desk coordinator translating AE pushes into approval queues.", + "metadata": { + "required": "Identify the quote status, approval stage, and amount threshold cited.", + "optional": "Call out dependency spreadsheets if referenced." + }, + "query": "Deal desk owner Farah needs Salesforce quotes where Status is 'Pending Approval' and Total Price exceeds 150000 using the executive approvals tracker.", + "answer": [ + "Status = Pending Approval", + "TotalPrice > 150000" + ] + }, + { + "idx": 16, + "task": "List ServiceNow catalog requests awaiting fulfillment", + "persona": "You are the ServiceNow request fulfillment analyst translating provisioning standups into actionable queues.", + "metadata": { + "required": "Capture the request state, catalog item focus, and any aging guidance.", + "optional": "Include dependency reports if given." + }, + "query": "Fulfillment lead Arturo wants ServiceNow catalog requests for item 'Secure VPN Token' that are in state 'Awaiting Fulfillment' and older than 3 days, referencing the onboarding readiness report.", + "answer": [ + "cat_item=Secure VPN Token", + "state=Awaiting Fulfillment", + "Opened <= NOW() - 3 days" + ] + }, + { + "idx": 17, + "task": "Gather Salesforce lead conversions by source", + "persona": "You are the Salesforce performance analyst converting marketing retros into lead conversion filters.", + "metadata": { + "required": "List the lead source, conversion status, and date window.", + "optional": "Include referenced data marts if mentioned." + }, + "query": "Marketing analytics head Devon needs Salesforce leads with Lead Source 'Webinar' converted between March 1 2024 and March 31 2024 for the pipeline attribution workbook.", + "answer": [ + "LeadSource = Webinar", + "IsConverted = true", + "ConvertedDate >= March 1 2024", + "ConvertedDate <= March 31 2024" + ] + }, + { + "idx": 18, + "task": "Identify ServiceNow incidents breaching SLA", + "persona": "You are the ServiceNow service quality analyst translating SLA alerts into actionable queues.", + "metadata": { + "required": "Capture the SLA status, assignment group, and priority filters.", + "optional": "Note dependency dashboards if referenced." + }, + "query": "Quality lead Harper wants ServiceNow incidents assigned to 'Customer Support North America' with priority 3 that have Breach Flag true so she can update the SLA variance report.", + "answer": [ + "assignment_group=Customer Support North America", + "priority=3", + "u_sla_breached=true" + ] + }, + { + "idx": 19, + "task": "Extract Salesforce assets expiring", + "persona": "You are the Salesforce installed base analyst turning renewal huddles into targeted asset queries.", + "metadata": { + "required": "Note the asset expiration window, product family, and fields to return.", + "optional": "Include referenced renewal dashboards if asked." + }, + "query": "Renewal strategist Quinn needs Salesforce assets in product family 'Analytics Suite' expiring within the next 60 days, returning asset name plus contract end date for the renewal cockpit sync.", + "answer": [ + "ProductFamily = Analytics Suite", + "EndDate = NEXT 60 DAYS", + "Fields: Name, EndDate" + ] + }, + { + "idx": 20, + "task": "Filter ServiceNow incidents by CI outage", + "persona": "You are the ServiceNow configuration incident analyst translating CMDB outage calls into lookup filters.", + "metadata": { + "required": "Record the configuration item, outage boolean, and state filter.", + "optional": "Include dependency logs if mentioned." + }, + "query": "CMDB steward Rohan needs ServiceNow incidents tied to CI 'CRM-Cluster-Prod' where the outage flag equals true and state is 'In Progress' referencing the live incident bridge notes.", + "answer": [ + "cmdb_ci=CRM-Cluster-Prod", + "u_outage=true", + "state=In Progress" + ] + }, + { + "idx": 21, + "task": "Track Salesforce untouched leads", + "persona": "You are the Salesforce demand generation analyst converting SDR reminders into clean filters.", + "metadata": { + "required": "Capture the lead status, created date window, and the fields to surface for follow-up.", + "optional": "Echo any referenced nurture workspaces if mentioned." + }, + "query": "SDR manager Ivy wants a Salesforce report of leads with Status 'Open - Not Contacted' created between January 1 2024 and January 31 2024 returning company names and phone numbers so she can feed the revive-cadence workspace.", + "answer": [ + "Status = Open - Not Contacted", + "CreatedDate >= January 1 2024", + "CreatedDate <= January 31 2024", + "Fields: Company, Phone" + ] + }, + { + "idx": 22, + "task": "List ServiceNow incidents opened today", + "persona": "You are the ServiceNow operations bridge lead translating shift handoff notes into fast backlog scans.", + "metadata": { + "required": "Document the assignment group, opened date filter, and ordering requested.", + "optional": "Include mention of dependency dashboards if stakeholders cite them." + }, + "query": "Shift commander Leo needs a ServiceNow incident query for assignment group 'Security Response' where sys_created_on is today ordered by DESC sys_created_on to prepare the dawn threat brief, referencing the SOC timeline dashboard.", + "answer": [ + "assignment_group=Security Response", + "sys_created_on = TODAY", + "ORDERBYDESC sys_created_on" + ] + }, + { + "idx": 23, + "task": "Identify Salesforce opportunities awaiting legal", + "persona": "You are the Salesforce deal desk partner translating legal review requests into precise filters.", + "metadata": { + "required": "Capture the opportunity stage, approval status, and close date window to review.", + "optional": "Include dependency trackers if stakeholders reference them." + }, + "query": "Commercial counsel Darius wants Salesforce opportunities in Stage 'Contract Negotiation' with Legal_Status__c 'Pending' and CloseDate within the next 45 days for the weekly legal queue, aligned with the redlines tracker.", + "answer": [ + "StageName = Contract Negotiation", + "Legal_Status__c = Pending", + "CloseDate = NEXT 45 DAYS" + ] + }, + { + "idx": 24, + "task": "Filter ServiceNow change tasks for rollback", + "persona": "You are the ServiceNow release control analyst turning CAB follow-ups into change task filters.", + "metadata": { + "required": "Record the change task state, type keyword, and related change assignment group.", + "optional": "Log any referenced change calendars if provided." + }, + "query": "Release captain Jen needs ServiceNow change tasks containing 'Rollback Validation' in the short description with state 'Work in Progress' tied to change assignment group 'Platform Reliability' so she can prep the freeze board, referencing the release week calendar.", + "answer": [ + "short_descriptionLIKERollback Validation", + "state=Work in Progress", + "assignment_group=Platform Reliability" + ] + }, + { + "idx": 25, + "task": "Retrieve Salesforce cases missing escalation reason", + "persona": "You are the Salesforce escalation desk specialist translating quality audits into actionable queue filters.", + "metadata": { + "required": "Capture the case priority, escalation flag, and fields to return for cleanup.", + "optional": "Include dependency scorecards if they are cited." + }, + "query": "Escalations lead Naveen wants Salesforce cases where Priority is 'High', Escalated__c is true, and Escalation_Reason__c is blank returning case number and owner email for the daily quality audit synced to the escalation scorecard.", + "answer": [ + "Priority = High", + "Escalated__c = true", + "Escalation_Reason__c = NULL", + "Fields: CaseNumber, Owner.Email" + ] + }, + { + "idx": 26, + "task": "Spot ServiceNow knowledge articles needing review", + "persona": "You are the ServiceNow knowledge lifecycle owner translating editorial nudges into precise article queues.", + "metadata": { + "required": "Record the knowledge base, review state flag, and ownership metadata requested.", + "optional": "Include dependency spreadsheets if noted." + }, + "query": "Editorial lead Mina wants ServiceNow knowledge articles in knowledge base 'Employee Support' with state 'Draft' where Review_Required=true listing article numbers and assigned editors to sync with the quarterly editorial spreadsheet.", + "answer": [ + "kb_knowledge.kb_knowledge_base=Employee Support", + "workflow_state=Draft", + "Review_Required=true", + "Fields: Number, Assigned_To" + ] + }, + { + "idx": 27, + "task": "Catalog Salesforce products pending price update", + "persona": "You are the Salesforce pricing operations analyst translating merchandising messages into product queries.", + "metadata": { + "required": "Capture the product family, status filter, and custom flag indicating pending price updates.", + "optional": "Mention dependency pricebook exports if referenced." + }, + "query": "Pricing director Liza requests Salesforce products in ProductFamily 'Outdoor Essentials' where Status='Active' and Pending_Price_Update__c=true so she can reconcile the global pricebook refresh export.", + "answer": [ + "ProductFamily = Outdoor Essentials", + "Status = Active", + "Pending_Price_Update__c = true" + ] + }, + { + "idx": 28, + "task": "Audit ServiceNow problems awaiting RCA", + "persona": "You are the ServiceNow problem governance lead translating reliability cadences into backlog filters.", + "metadata": { + "required": "Document the problem state, assigned group, and days since creation filter.", + "optional": "Include dependency review documents if cited." + }, + "query": "Reliability chair Omar wants ServiceNow problem records with state 'Known Error', assignment group 'Core Services RCA', and days_since_created>21 so he can update the monthly RCA board referencing the reliability playbook.", + "answer": [ + "state=Known Error", + "assignment_group=Core Services RCA", + "days_since_created>21" + ] + }, + { + "idx": 29, + "task": "Extract Salesforce campaign influence records", + "persona": "You are the Salesforce attribution specialist turning marketing insight requests into influence queries.", + "metadata": { + "required": "Capture the campaign filter, opportunity stage requirement, and fields requested.", + "optional": "Note dependency dashboards if provided." + }, + "query": "Attribution manager Chloe needs Salesforce CampaignInfluence records for campaign 'Enterprise_Summit_2024' tied to opportunities in StageName 'Value Proposition' returning OpportunityId and InfluencePercentage for the exec attribution dashboard.", + "answer": [ + "CampaignId = Enterprise_Summit_2024", + "Opportunity.StageName = Value Proposition", + "Fields: OpportunityId, InfluencePercentage" + ] + }, + { + "idx": 30, + "task": "Query ServiceNow requests with overdue approvals", + "persona": "You are the ServiceNow service catalog coordinator translating intake issues into approval queues.", + "metadata": { + "required": "Record the request state, approval status, and age threshold.", + "optional": "Include dependency rosters if stakeholders note them." + }, + "query": "Catalog lead Priyanka needs ServiceNow requested items where state='Pending Approval', approval='requested', and sys_created_on older than 5 days so she can update the intake SLA roster.", + "answer": [ + "state=Pending Approval", + "approval=requested", + "sys_created_on <= NOW() - 5 days" + ] + }, + { + "idx": 31, + "task": "Segment Salesforce contacts by persona", + "persona": "You are the Salesforce growth operations partner translating ABM briefs into contact filters.", + "metadata": { + "required": "Capture the persona tag, region picklist, and fields to export.", + "optional": "Mention dependency journey boards if applicable." + }, + "query": "Growth strategist Harper needs Salesforce contacts tagged Persona__c 'Procurement Champion' within Region__c 'EMEA' returning contact name and LinkedIn_URL__c for the ABM journey board.", + "answer": [ + "Persona__c = Procurement Champion", + "Region__c = EMEA", + "Fields: Name, LinkedIn_URL__c" + ] + }, + { + "idx": 32, + "task": "Find ServiceNow incidents with stale work notes", + "persona": "You are the ServiceNow incident hygiene auditor turning health checks into actionable filters.", + "metadata": { + "required": "Document the assignment group, active state, and last updated threshold for work notes.", + "optional": "Capture dependency hygiene trackers if mentioned." + }, + "query": "Incident QA lead Tessa wants ServiceNow incidents assigned to 'Digital Commerce Support' with state 'In Progress' where u_last_work_note_update older than 4 days referencing the hygiene tracker.", + "answer": [ + "assignment_group=Digital Commerce Support", + "state=In Progress", + "u_last_work_note_update <= NOW() - 4 days" + ] + }, + { + "idx": 33, + "task": "Flag Salesforce accounts missing industry", + "persona": "You are the Salesforce data stewardship analyst translating enrichment alerts into remediation queues.", + "metadata": { + "required": "Capture the account tier, country filter, and blank industry condition.", + "optional": "Include dependency enrichment exports if referenced." + }, + "query": "Data governance lead Pilar needs Salesforce accounts with Tier__c 'Growth' in BillingCountry 'Canada' where Industry is blank to feed the enrichment export.", + "answer": [ + "Tier__c = Growth", + "BillingCountry = Canada", + "Industry = NULL" + ] + }, + { + "idx": 34, + "task": "Surface ServiceNow releases awaiting CAB", + "persona": "You are the ServiceNow release planner translating deployment calendars into actionable release queries.", + "metadata": { + "required": "Document the release status, scheduled start window, and owner group focus.", + "optional": "Include dependency CAB agendas if mentioned." + }, + "query": "Deployment manager Quinn wants ServiceNow releases with status 'Scheduled' where Scheduled_start within next 14 days and owner group 'Platform Engineering' to prep the CAB agenda export.", + "answer": [ + "status=Scheduled", + "Scheduled_start = NEXT 14 DAYS", + "owner_group=Platform Engineering" + ] + }, + { + "idx": 35, + "task": "Compile Salesforce pipeline by partner", + "persona": "You are the Salesforce partner operations analyst turning alliance briefings into opportunity slices.", + "metadata": { + "required": "Capture the partner account filter, stage cohort, and fields to return.", + "optional": "Reference partner dashboards when cited." + }, + "query": "Alliance director Sofia wants Salesforce opportunities where Partner_Account__c = 'Nimbus Systems' and StageName IN ('Proposal/Price Quote','Negotiation/Review') returning Opportunity Name and Amount for the partner scorecard.", + "answer": [ + "Partner_Account__c = Nimbus Systems", + "StageName IN (Proposal/Price Quote, Negotiation/Review)", + "Fields: Name, Amount" + ] + }, + { + "idx": 36, + "task": "Query ServiceNow maintenance windows by site", + "persona": "You are the ServiceNow facilities maintenance coordinator translating property schedules into CMDB maintenance filters.", + "metadata": { + "required": "Record the location, maintenance state, and upcoming window threshold.", + "optional": "Include dependency site schedules if referenced." + }, + "query": "Facilities planner Aaliyah needs ServiceNow maintenance windows for location 'AMS-Data-Hall-2' where state='Planned' and window_start within the next 10 days to sync with the site schedule workbook.", + "answer": [ + "location=AMS-Data-Hall-2", + "state=Planned", + "window_start = NEXT 10 DAYS" + ] + }, + { + "idx": 37, + "task": "List Salesforce events requiring room setup", + "persona": "You are the Salesforce field marketing logistics coordinator translating roadshow briefs into event filters.", + "metadata": { + "required": "Capture the event type, start date window, and custom logistics flag.", + "optional": "Note dependency planning sheets if mentioned." + }, + "query": "Event lead Marco needs Salesforce events of Type 'Roadshow' starting between May 1 2024 and May 31 2024 where Logistics_Checklist_Complete__c=false to prep the venue setup sheet.", + "answer": [ + "Type = Roadshow", + "StartDate >= May 1 2024", + "StartDate <= May 31 2024", + "Logistics_Checklist_Complete__c = false" + ] + }, + { + "idx": 38, + "task": "Pull ServiceNow survey responses needing follow-up", + "persona": "You are the ServiceNow experience analyst translating CX alerts into actionable survey queues.", + "metadata": { + "required": "Document the survey name, rating threshold, and follow-up flag.", + "optional": "Include dependency CX dashboards if cited." + }, + "query": "CX director Amara wants ServiceNow survey responses for survey 'Incident Closure CSAT' where rating<=2 and Follow_up_required=true so she can update the CX pulse dashboard.", + "answer": [ + "survey=Incident Closure CSAT", + "rating<=2", + "Follow_up_required=true" + ] + }, + { + "idx": 39, + "task": "Locate Salesforce assets lacking support plan", + "persona": "You are the Salesforce customer success architect translating renewal risk flags into asset filters.", + "metadata": { + "required": "Capture the product family, active status, and blank support plan field condition.", + "optional": "Mention dependency renewal dashboards if applicable." + }, + "query": "Success strategist Lena needs Salesforce assets in ProductFamily 'Data Services' with Status='Active' where Support_Plan__c is blank to fuel the renewal risk dashboard.", + "answer": [ + "ProductFamily = Data Services", + "Status = Active", + "Support_Plan__c = NULL" + ] + }, + { + "idx": 40, + "task": "Detect ServiceNow major incidents lacking comms", + "persona": "You are the ServiceNow major incident commander translating bridge audits into cleanup filters.", + "metadata": { + "required": "Record the major incident state, communication flag, and assignment group focus.", + "optional": "Include dependency bridge logs if mentioned." + }, + "query": "Major incident lead Victor wants ServiceNow major incident records with state 'Active', Communication_Plan_Delivered=false, and assignment group 'Global Incident Command' referencing the bridge action log.", + "answer": [ + "state=Active", + "Communication_Plan_Delivered=false", + "assignment_group=Global Incident Command" + ] + } +] diff --git a/enterprise_arena_single_step_results_40.json b/enterprise_arena_single_step_results_40.json new file mode 100644 index 0000000..69e3cdb --- /dev/null +++ b/enterprise_arena_single_step_results_40.json @@ -0,0 +1,3513 @@ +[ + { + "timestamp": "2025-11-05T15:35:51.424527+00:00", + "idx": 1, + "task": "Retrieve Salesforce leads created within 30 days", + "prompt": "You are the Salesforce lead operations analyst translating executive follow-ups into precise lead filters.\n\nExtract the time window for lead creation, the objects or fields to return, and any dependency systems referenced.\n\nInclude segmentation notes like region or campaign if mentioned.\n\nGrowth VP Sonia needs a Salesforce query that pulls all leads created in the last 30 days and returns lead names plus email addresses so she can sync with the nurture playbook dashboard.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9A9W7PGGEX6MSXE2RPDQGQ6", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Query Lead records created in the last 30 days; return lead names (FirstName, LastName) and Email for syncing with the nurture playbook dashboard (requested by Growth VP Sonia).\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Retrieve all Lead records where CreatedDate is within the last 30 days and select FirstName, LastName, Email for export/sync to the nurture playbook dashboard.\n- x: {\n \"Leads\": [\n {\n \"Id\": \"00QdM00000TCqBrUAL\",\n \"Type\": \"Lead\",\n \"Url\": \"/services/data/v59.0/sobjects/Lead/00QdM00000TCqBrUAL\",\n \"FirstName\": \"Megan\",\n \"LastName\": \"Brown\",\n \"Email\": null,\n \"CreatedDate\": \"2025-10-24T14:44:08.000+0000\"\n },\n {\n \"Id\": \"00QdM00000TCqBqUAL\",\n \"Type\": \"Lead\",\n \"Url\": \"/services/data/v59.0/sobjects/Lead/00QdM00000TCqBqUAL\",\n \"FirstName\": \"Megan\",\n \"LastName\": \"Brown\",\n \"Email\": \"megan.brown@acmesports.com\",\n \"CreatedDate\": \"2025-10-24T14:44:08.000+0000\"\n }\n ],\n \"Summary\": {\n \"TotalLeads\": 2,\n \"LeadsWithEmail\": 1,\n \"LeadsMissingEmail\": 1\n }\n}", + "expected_fragments": [ + "CreatedDate = LAST 30 DAYS", + "Fields: Name, Email" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Retrieve Salesforce leads created within 30 days", + "idx": 1, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "639c4dc0-c88b-402c-9fba-4b71b7e4ad0b", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Query Lead records created in the last 30 days; return lead names (FirstName, LastName) and Email for syncing with the nurture playbook dashboard (requested by Growth VP Sonia).", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Retrieve all Lead records where CreatedDate is within the last 30 days and select FirstName, LastName, Email for export/sync to the nurture playbook dashboard.", + "x": "{\n \"Leads\": [\n {\n \"Id\": \"00QdM00000TCqBrUAL\",\n \"Type\": \"Lead\",\n \"Url\": \"/services/data/v59.0/sobjects/Lead/00QdM00000TCqBrUAL\",\n \"FirstName\": \"Megan\",\n \"LastName\": \"Brown\",\n \"Email\": null,\n \"CreatedDate\": \"2025-10-24T14:44:08.000+0000\"\n },\n {\n \"Id\": \"00QdM00000TCqBqUAL\",\n \"Type\": \"Lead\",\n \"Url\": \"/services/data/v59.0/sobjects/Lead/00QdM00000TCqBqUAL\",\n \"FirstName\": \"Megan\",\n \"LastName\": \"Brown\",\n \"Email\": \"megan.brown@acmesports.com\",\n \"CreatedDate\": \"2025-10-24T14:44:08.000+0000\"\n }\n ],\n \"Summary\": {\n \"TotalLeads\": 2,\n \"LeadsWithEmail\": 1,\n \"LeadsMissingEmail\": 1\n }\n}" + } + }, + "variables": { + "x_salesforce_query_info": "Query Lead records created in the last 30 days; return lead names (FirstName, LastName) and Email for syncing with the nurture playbook dashboard (requested by Growth VP Sonia).", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Retrieve all Lead records where CreatedDate is within the last 30 days and select FirstName, LastName, Email for export/sync to the nurture playbook dashboard.", + "x": "{\n \"Leads\": [\n {\n \"Id\": \"00QdM00000TCqBrUAL\",\n \"Type\": \"Lead\",\n \"Url\": \"/services/data/v59.0/sobjects/Lead/00QdM00000TCqBrUAL\",\n \"FirstName\": \"Megan\",\n \"LastName\": \"Brown\",\n \"Email\": null,\n \"CreatedDate\": \"2025-10-24T14:44:08.000+0000\"\n },\n {\n \"Id\": \"00QdM00000TCqBqUAL\",\n \"Type\": \"Lead\",\n \"Url\": \"/services/data/v59.0/sobjects/Lead/00QdM00000TCqBqUAL\",\n \"FirstName\": \"Megan\",\n \"LastName\": \"Brown\",\n \"Email\": \"megan.brown@acmesports.com\",\n \"CreatedDate\": \"2025-10-24T14:44:08.000+0000\"\n }\n ],\n \"Summary\": {\n \"TotalLeads\": 2,\n \"LeadsWithEmail\": 1,\n \"LeadsMissingEmail\": 1\n }\n}" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T15:37:37.316366+00:00", + "idx": 2, + "task": "List open high-priority ServiceNow incidents", + "prompt": "You are the ServiceNow incident triage coordinator turning operations pings into backlog filters.\n\nCapture the priority and state filters plus any ordering or dependency feeds.\n\nInclude assignment group hints if stakeholders provide them.\n\nSupport commander Ravi wants a ServiceNow incident query listing high priority incidents that are still open ordered by most recent update, referencing the midnight bridge summary.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AAJ389CMBMKV5HFDAXEAAJ", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: priority=2^state=2\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_updated_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assigned_to,assignment_group,sys_updated_on\n- x_servicenow_incident_query_depends_on: midnight_bridge_summary\n- x_servicenow_incident_query_api_task: Fetch high-priority open incidents for midnight bridge summary (Commander Ravi), ordered by most recent update\n- x: {\n \"result\": \"success\",\n \"total_incidents\": 4,\n \"incidents\": [\n {\n \"number\": \"INC0000019\",\n \"short_description\": \"Set to In Progress: INC0000019\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"46c6f9efa9fe198101ddf5eed9adf6e7\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/46c6f9efa9fe198101ddf5eed9adf6e7\"\n },\n \"assignment_group\": null,\n \"sys_updated_on\": \"2025-10-04 14:14:19\"\n },\n {\n \"number\": \"INC0000027\",\n \"short_description\": \"Set to In Progress: INC0000027\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/681b365ec0a80164000fb0b05854a0cd\"\n },\n \"assignment_group\": null,\n \"sys_updated_on\": \"2025-10-04 14:14:19\"\n },\n {\n \"number\": \"INC0000044\",\n \"short_description\": \"Set to In Progress: INC0000044\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"5137153cc611227c000bbd1bd8cd2005\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/5137153cc611227c000bbd1bd8cd2005\"\n },\n \"assignment_group\": null,\n \"sys_updated_on\": \"2025-10-04 14:14:19\"\n },\n {\n \"number\": \"INC0000049\",\n \"short_description\": \"Set to In Progress: INC0000049\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/9ee1b13dc6112271007f9d0efdb69cd0\"\n },\n \"assignment_group\": {\n \"id\": \"8a5055c9c61122780043563ef53438e3\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/8a5055c9c61122780043563ef53438e3\"\n },\n \"sys_updated_on\": \"2025-10-04 14:14:21\"\n }\n ],\n \"summary\": {\n \"states\": {\n \"In Progress\": 4\n },\n \"by_priority\": {\n \"2\": 4\n },\n \"assignment_groups\": {\n \"with_group\": 1,\n \"without_group\": 3\n },\n \"notes\": \"All returned incidents are in state 'In Progress' (state code 2). Three incidents have no assignment_group set; one incident is assigned to a group. Each incident includes an assigned_to user id and link.\"\n }\n}", + "expected_fragments": [ + "priority=1", + "state!=Closed", + "ORDERBYDESC sys_updated_on" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "List open high-priority ServiceNow incidents", + "idx": 2, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "ff07ed8a-9a29-47ea-8670-23fd55cd3f9d", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "priority=2^state=2", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "sys_updated_onDESC", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,assigned_to,assignment_group,sys_updated_on", + "x_servicenow_incident_query_depends_on": "midnight_bridge_summary", + "x_servicenow_incident_query_api_task": "Fetch high-priority open incidents for midnight bridge summary (Commander Ravi), ordered by most recent update", + "x": "{\n \"result\": \"success\",\n \"total_incidents\": 4,\n \"incidents\": [\n {\n \"number\": \"INC0000019\",\n \"short_description\": \"Set to In Progress: INC0000019\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"46c6f9efa9fe198101ddf5eed9adf6e7\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/46c6f9efa9fe198101ddf5eed9adf6e7\"\n },\n \"assignment_group\": null,\n \"sys_updated_on\": \"2025-10-04 14:14:19\"\n },\n {\n \"number\": \"INC0000027\",\n \"short_description\": \"Set to In Progress: INC0000027\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/681b365ec0a80164000fb0b05854a0cd\"\n },\n \"assignment_group\": null,\n \"sys_updated_on\": \"2025-10-04 14:14:19\"\n },\n {\n \"number\": \"INC0000044\",\n \"short_description\": \"Set to In Progress: INC0000044\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"5137153cc611227c000bbd1bd8cd2005\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/5137153cc611227c000bbd1bd8cd2005\"\n },\n \"assignment_group\": null,\n \"sys_updated_on\": \"2025-10-04 14:14:19\"\n },\n {\n \"number\": \"INC0000049\",\n \"short_description\": \"Set to In Progress: INC0000049\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/9ee1b13dc6112271007f9d0efdb69cd0\"\n },\n \"assignment_group\": {\n \"id\": \"8a5055c9c61122780043563ef53438e3\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/8a5055c9c61122780043563ef53438e3\"\n },\n \"sys_updated_on\": \"2025-10-04 14:14:21\"\n }\n ],\n \"summary\": {\n \"states\": {\n \"In Progress\": 4\n },\n \"by_priority\": {\n \"2\": 4\n },\n \"assignment_groups\": {\n \"with_group\": 1,\n \"without_group\": 3\n },\n \"notes\": \"All returned incidents are in state 'In Progress' (state code 2). Three incidents have no assignment_group set; one incident is assigned to a group. Each incident includes an assigned_to user id and link.\"\n }\n}" + } + }, + "variables": { + "x_incident_query": "priority=2^state=2", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "sys_updated_onDESC", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,assigned_to,assignment_group,sys_updated_on", + "x_servicenow_incident_query_depends_on": "midnight_bridge_summary", + "x_servicenow_incident_query_api_task": "Fetch high-priority open incidents for midnight bridge summary (Commander Ravi), ordered by most recent update", + "x": "{\n \"result\": \"success\",\n \"total_incidents\": 4,\n \"incidents\": [\n {\n \"number\": \"INC0000019\",\n \"short_description\": \"Set to In Progress: INC0000019\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"46c6f9efa9fe198101ddf5eed9adf6e7\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/46c6f9efa9fe198101ddf5eed9adf6e7\"\n },\n \"assignment_group\": null,\n \"sys_updated_on\": \"2025-10-04 14:14:19\"\n },\n {\n \"number\": \"INC0000027\",\n \"short_description\": \"Set to In Progress: INC0000027\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"681b365ec0a80164000fb0b05854a0cd\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/681b365ec0a80164000fb0b05854a0cd\"\n },\n \"assignment_group\": null,\n \"sys_updated_on\": \"2025-10-04 14:14:19\"\n },\n {\n \"number\": \"INC0000044\",\n \"short_description\": \"Set to In Progress: INC0000044\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"5137153cc611227c000bbd1bd8cd2005\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/5137153cc611227c000bbd1bd8cd2005\"\n },\n \"assignment_group\": null,\n \"sys_updated_on\": \"2025-10-04 14:14:19\"\n },\n {\n \"number\": \"INC0000049\",\n \"short_description\": \"Set to In Progress: INC0000049\",\n \"state\": \"In Progress\",\n \"state_code\": \"2\",\n \"priority\": 2,\n \"assigned_to\": {\n \"id\": \"9ee1b13dc6112271007f9d0efdb69cd0\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user/9ee1b13dc6112271007f9d0efdb69cd0\"\n },\n \"assignment_group\": {\n \"id\": \"8a5055c9c61122780043563ef53438e3\",\n \"link\": \"https://dev188189.service-now.com/api/now/table/sys_user_group/8a5055c9c61122780043563ef53438e3\"\n },\n \"sys_updated_on\": \"2025-10-04 14:14:21\"\n }\n ],\n \"summary\": {\n \"states\": {\n \"In Progress\": 4\n },\n \"by_priority\": {\n \"2\": 4\n },\n \"assignment_groups\": {\n \"with_group\": 1,\n \"without_group\": 3\n },\n \"notes\": \"All returned incidents are in state 'In Progress' (state code 2). Three incidents have no assignment_group set; one incident is assigned to a group. Each incident includes an assigned_to user id and link.\"\n }\n}" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T15:39:17.012243+00:00", + "idx": 3, + "task": "Report Salesforce opportunities by close date", + "prompt": "You are the Salesforce revenue desk analyst interpreting sales leadership prompts into SOQL clauses.\n\nIdentify the close date window, stage requirement, and any dependent data sets to reconcile.\n\nSurface requested projection fields if mentioned.\n\nCRO Hayden asked for a Salesforce opportunity list for deals closing between July 1 2024 and July 31 2024 where the stage sits at 'Negotiation/Review', so he can align with the forecasting cube.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AANANCBRZEBNFRBF4R5446", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Opportunities with CloseDate between 2024-07-01 and 2024-07-31 where StageName = 'Negotiation/Review'. Dependent dataset to reconcile: forecasting cube (align results to forecasting cube). No specific projection fields were explicitly requested by CRO Hayden.\n- x_salesforce_query_depends_on: forecasting_cube\n- x_salesforce_query_api_task: Query opportunities closing 2024-07-01 through 2024-07-31 with StageName = 'Negotiation/Review'. Return fields needed for forecasting reconciliation (recommended: Id, Name, AccountId, CloseDate, StageName, Amount, Probability, ForecastCategoryName/ForecastCategory, ExpectedRevenue, OwnerId).\n- x: {\n \"Opportunity\": {\n \"Id\": \"006dM000003x0ghQAA\",\n \"Name\": \"United Oil Office Portable Generators\",\n \"AccountId\": \"001dM00000SQH0MQAX\",\n \"CloseDate\": \"2024-07-02\",\n \"StageName\": \"Negotiation/Review\",\n \"Amount\": 125000.0,\n \"Probability\": 90.0,\n \"ExpectedRevenue\": 112500.0,\n \"ForecastCategory\": \"Pipeline\",\n \"ForecastCategoryName\": \"Pipeline\",\n \"OwnerId\": \"005dM000007MpAPQA0\"\n }\n}", + "expected_fragments": [ + "CloseDate >= July 1 2024", + "CloseDate <= July 31 2024", + "StageName = Negotiation/Review" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Report Salesforce opportunities by close date", + "idx": 3, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "14bb19e0-7db4-44b3-805e-0bb505f1a821", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Opportunities with CloseDate between 2024-07-01 and 2024-07-31 where StageName = 'Negotiation/Review'. Dependent dataset to reconcile: forecasting cube (align results to forecasting cube). No specific projection fields were explicitly requested by CRO Hayden.", + "x_salesforce_query_depends_on": "forecasting_cube", + "x_salesforce_query_api_task": "Query opportunities closing 2024-07-01 through 2024-07-31 with StageName = 'Negotiation/Review'. Return fields needed for forecasting reconciliation (recommended: Id, Name, AccountId, CloseDate, StageName, Amount, Probability, ForecastCategoryName/ForecastCategory, ExpectedRevenue, OwnerId).", + "x": "{\n \"Opportunity\": {\n \"Id\": \"006dM000003x0ghQAA\",\n \"Name\": \"United Oil Office Portable Generators\",\n \"AccountId\": \"001dM00000SQH0MQAX\",\n \"CloseDate\": \"2024-07-02\",\n \"StageName\": \"Negotiation/Review\",\n \"Amount\": 125000.0,\n \"Probability\": 90.0,\n \"ExpectedRevenue\": 112500.0,\n \"ForecastCategory\": \"Pipeline\",\n \"ForecastCategoryName\": \"Pipeline\",\n \"OwnerId\": \"005dM000007MpAPQA0\"\n }\n}" + } + }, + "variables": { + "x_salesforce_query_info": "Opportunities with CloseDate between 2024-07-01 and 2024-07-31 where StageName = 'Negotiation/Review'. Dependent dataset to reconcile: forecasting cube (align results to forecasting cube). No specific projection fields were explicitly requested by CRO Hayden.", + "x_salesforce_query_depends_on": "forecasting_cube", + "x_salesforce_query_api_task": "Query opportunities closing 2024-07-01 through 2024-07-31 with StageName = 'Negotiation/Review'. Return fields needed for forecasting reconciliation (recommended: Id, Name, AccountId, CloseDate, StageName, Amount, Probability, ForecastCategoryName/ForecastCategory, ExpectedRevenue, OwnerId).", + "x": "{\n \"Opportunity\": {\n \"Id\": \"006dM000003x0ghQAA\",\n \"Name\": \"United Oil Office Portable Generators\",\n \"AccountId\": \"001dM00000SQH0MQAX\",\n \"CloseDate\": \"2024-07-02\",\n \"StageName\": \"Negotiation/Review\",\n \"Amount\": 125000.0,\n \"Probability\": 90.0,\n \"ExpectedRevenue\": 112500.0,\n \"ForecastCategory\": \"Pipeline\",\n \"ForecastCategoryName\": \"Pipeline\",\n \"OwnerId\": \"005dM000007MpAPQA0\"\n }\n}" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T15:40:45.765206+00:00", + "idx": 4, + "task": "Identify ServiceNow incidents by assignment group", + "prompt": "You are the ServiceNow on-call analyst translating escalation channel requests into targeted queue lookups.\n\nCapture the assignment group, status filter, and sorting guidance from the requester.\n\nInclude any dependency exports if noted.\n\nNetwork duty manager Elise needs a ServiceNow incident view of all active records assigned to 'Edge Networking Response' sorted by opened date using the bridge ops workbook for cross-checking.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AARC0X84S9FJBQAEQ428VB", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: active=true^assignment_groupLIKEEdge Networking Response\n- x_incident_query_aggregate: null\n- x_incident_query_sort: opened_atDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,opened_at\n- x_servicenow_incident_query_depends_on: bridge_ops_workbook\n- x_servicenow_incident_query_api_task: Provide view of all active incidents assigned to Edge Networking Response sorted by opened date for Bridge Ops workbook cross-checking\n- x: {\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The API returned no incidents. If you expected results, consider checking or broadening query filters (time range, assignment, state), verifying permissions/credentials, or retrying the request. Would you like me to rerun the search with different parameters or create a new incident?\"\n}", + "expected_fragments": [ + "assignment_group=Edge Networking Response", + "stateIN(New,In Progress)", + "ORDERBY opened_at" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Identify ServiceNow incidents by assignment group", + "idx": 4, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "3c3e7392-8d61-4733-8138-a37fd5a67fc4", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "active=true^assignment_groupLIKEEdge Networking Response", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "opened_atDESC", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,opened_at", + "x_servicenow_incident_query_depends_on": "bridge_ops_workbook", + "x_servicenow_incident_query_api_task": "Provide view of all active incidents assigned to Edge Networking Response sorted by opened date for Bridge Ops workbook cross-checking", + "x": "{\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The API returned no incidents. If you expected results, consider checking or broadening query filters (time range, assignment, state), verifying permissions/credentials, or retrying the request. Would you like me to rerun the search with different parameters or create a new incident?\"\n}" + } + }, + "variables": { + "x_incident_query": "active=true^assignment_groupLIKEEdge Networking Response", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "opened_atDESC", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,opened_at", + "x_servicenow_incident_query_depends_on": "bridge_ops_workbook", + "x_servicenow_incident_query_api_task": "Provide view of all active incidents assigned to Edge Networking Response sorted by opened date for Bridge Ops workbook cross-checking", + "x": "{\n \"status\": \"success\",\n \"incidentCount\": 0,\n \"incidents\": [],\n \"message\": \"The API returned no incidents. If you expected results, consider checking or broadening query filters (time range, assignment, state), verifying permissions/credentials, or retrying the request. Would you like me to rerun the search with different parameters or create a new incident?\"\n}" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T15:41:21.810150+00:00", + "idx": 5, + "task": "Fetch Salesforce lead owners for critical campaign", + "prompt": "You are the Salesforce campaign revitalization specialist converting marketing briefs into lead queries.\n\nExtract the campaign name, status filter, and fields requested for export.\n\nNote geo or persona slices if provided.\n\nCampaign strategist Mariah wants the Salesforce lead list on campaign 'AI_Insights_Q3' with status 'Working' showing owner names and work emails so she can queue the SDR handoff deck.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AAV2PEBHT7W1R9BNADHEZN", + "status": "completed", + "output_text": "I do not know based on the available history.", + "expected_fragments": [ + "Campaign = AI_Insights_Q3", + "Status = Working", + "Fields: Owner.Name, Email" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Fetch Salesforce lead owners for critical campaign", + "idx": 5, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "7d675bf1-90d8-4e57-83ec-7d7b443203aa", + "history_reused": true, + "plan_steps": [], + "plan_step_count": 0, + "variables": {} + }, + "variables": {}, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T15:42:46.591488+00:00", + "idx": 6, + "task": "Surface ServiceNow change requests pending approval", + "prompt": "You are the ServiceNow change governance partner who turns CAB requests into actionable filters.\n\nCapture the approval state, risk level, and any date parameters.\n\nInclude ordering or dependency feed if stated.\n\nChange chair Imani needs a ServiceNow change request query for all normal changes pending approval with risk High submitted in the last 7 days, aligned with the CAB prep export.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AAW5WTPX5KKXK00Z8AQQ7X", + "status": "completed", + "output_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: change_typeLIKENormal^approval=requested^riskLIKEHigh^sys_created_onONLast7days\n- x_servicenow_change_request_query_depends_on: cab_prep_export\n- x_servicenow_change_request_query_api_task: Fetch normal changes pending approval with High risk submitted in the last 7 days, aligned with the CAB prep export for Change Chair Imani\n- x: null", + "expected_fragments": [ + "type=Normal", + "approval=Requested", + "risk=High", + "sys_created_on = LAST 7 DAYS" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Surface ServiceNow change requests pending approval", + "idx": 6, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "a58802a6-4c4c-45a8-81ac-48add44e11ef", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_change_request_query" + ], + "result_variable": "x_change_request_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_depends_on" + ], + "result_variable": "x_servicenow_change_request_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x_servicenow_change_request_query_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_get_change_request_api", + "parameters": [ + "x_change_request_query", + "x_servicenow_change_request_query_depends_on", + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_change_request_query": "change_typeLIKENormal^approval=requested^riskLIKEHigh^sys_created_onONLast7days", + "x_servicenow_change_request_query_depends_on": "cab_prep_export", + "x_servicenow_change_request_query_api_task": "Fetch normal changes pending approval with High risk submitted in the last 7 days, aligned with the CAB prep export for Change Chair Imani", + "x": "null" + } + }, + "variables": { + "x_change_request_query": "change_typeLIKENormal^approval=requested^riskLIKEHigh^sys_created_onONLast7days", + "x_servicenow_change_request_query_depends_on": "cab_prep_export", + "x_servicenow_change_request_query_api_task": "Fetch normal changes pending approval with High risk submitted in the last 7 days, aligned with the CAB prep export for Change Chair Imani", + "x": "null" + }, + "matched_fragments": [ + "approval=Requested" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T15:44:08.522912+00:00", + "idx": 7, + "task": "Extract Salesforce cases awaiting customer reply", + "prompt": "You are the Salesforce support workflow analyst mapping success manager asks into queue filters.\n\nLog the case status, reason for filtering, and any channel focus.\n\nCapture target owner team if supplied.\n\nSupport director Noel wants Salesforce cases where Status equals 'Waiting on Customer' and Origin is 'Email' so they can prioritize reminders with the escalation dashboard.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AAYRP8HAB44Z8WT997WA32", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Case records where Status = 'Waiting on Customer' and Origin = 'Email'. Log the case Status, the reason for filtering, and any channel focus. Capture the target owner team if supplied. Request originated from Support Director Noel to prioritize reminders via the escalation dashboard.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Case objects with Status = 'Waiting on Customer' AND Origin = 'Email'. Retrieve and log: Status, Origin (channel focus), the reason for filtering (as a logged note/field), and Owner team if available. Tag results for Support Director Noel for escalation-dashboard reminder prioritization.\n- x: None", + "expected_fragments": [ + "Status = Waiting on Customer", + "Origin = Email" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Extract Salesforce cases awaiting customer reply", + "idx": 7, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "2ed507b9-945c-4439-ac8f-222ed0d9127f", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Case records where Status = 'Waiting on Customer' and Origin = 'Email'. Log the case Status, the reason for filtering, and any channel focus. Capture the target owner team if supplied. Request originated from Support Director Noel to prioritize reminders via the escalation dashboard.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Case objects with Status = 'Waiting on Customer' AND Origin = 'Email'. Retrieve and log: Status, Origin (channel focus), the reason for filtering (as a logged note/field), and Owner team if available. Tag results for Support Director Noel for escalation-dashboard reminder prioritization.", + "x": "None" + } + }, + "variables": { + "x_salesforce_query_info": "Case records where Status = 'Waiting on Customer' and Origin = 'Email'. Log the case Status, the reason for filtering, and any channel focus. Capture the target owner team if supplied. Request originated from Support Director Noel to prioritize reminders via the escalation dashboard.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Case objects with Status = 'Waiting on Customer' AND Origin = 'Email'. Retrieve and log: Status, Origin (channel focus), the reason for filtering (as a logged note/field), and Owner team if available. Tag results for Support Director Noel for escalation-dashboard reminder prioritization.", + "x": "None" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T15:45:33.112562+00:00", + "idx": 8, + "task": "Locate ServiceNow incidents by category and location", + "prompt": "You are the ServiceNow campus responder translating facilities pings into incident filters.\n\nExtract the category, subcategory, location, and state conditions.\n\nInclude dependency references if named.\n\nFacilities coordinator Omar needs ServiceNow incidents with Category 'Facilities' and Subcategory 'HVAC' still in state 'In Progress' for location 'HQ South Wing' per the maintenance outage tracker.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AB18PKKKSYAPJ1SWH0WEJH", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: categoryLIKEFacilities^subcategoryLIKEHVAC^state=2^locationLIKEHQ South Wing\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state\n- x_servicenow_incident_query_depends_on: maintenance outage tracker\n- x_servicenow_incident_query_api_task: Fetch Facilities HVAC incidents in progress at HQ South Wing for Omar per maintenance outage tracker\n- x: The API call succeeded but returned no incidents (incidents array is empty).\n\nNext steps you can take:\n- Confirm the search filters/criteria (time range, assignment group, priority, state) \u2014 broaden them or remove filters and retry.\n- Verify you have the correct ServiceNow instance and sufficient permissions to view incidents.\n- Ensure there are indeed incidents in the environment for the period/criteria you expect.\n- Retry the query in case of a transient issue.\n\nWould you like me to:\n- Rerun the search with different filters (tell me the filters you want), or\n- Create a new incident (tell me the details), or\n- Check connectivity/permissions guidance?", + "expected_fragments": [ + "category=Facilities", + "subcategory=HVAC", + "location=HQ South Wing", + "state=In Progress" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Locate ServiceNow incidents by category and location", + "idx": 8, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "e7b8fe76-f642-4b38-a7ec-bffde9835e1e", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "categoryLIKEFacilities^subcategoryLIKEHVAC^state=2^locationLIKEHQ South Wing", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state", + "x_servicenow_incident_query_depends_on": "maintenance outage tracker", + "x_servicenow_incident_query_api_task": "Fetch Facilities HVAC incidents in progress at HQ South Wing for Omar per maintenance outage tracker", + "x": "The API call succeeded but returned no incidents (incidents array is empty).\n\nNext steps you can take:\n- Confirm the search filters/criteria (time range, assignment group, priority, state) \u2014 broaden them or remove filters and retry.\n- Verify you have the correct ServiceNow instance and sufficient permissions to view incidents.\n- Ensure there are indeed incidents in the environment for the period/criteria you expect.\n- Retry the query in case of a transient issue.\n\nWould you like me to:\n- Rerun the search with different filters (tell me the filters you want), or\n- Create a new incident (tell me the details), or\n- Check connectivity/permissions guidance?" + } + }, + "variables": { + "x_incident_query": "categoryLIKEFacilities^subcategoryLIKEHVAC^state=2^locationLIKEHQ South Wing", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state", + "x_servicenow_incident_query_depends_on": "maintenance outage tracker", + "x_servicenow_incident_query_api_task": "Fetch Facilities HVAC incidents in progress at HQ South Wing for Omar per maintenance outage tracker", + "x": "The API call succeeded but returned no incidents (incidents array is empty).\n\nNext steps you can take:\n- Confirm the search filters/criteria (time range, assignment group, priority, state) \u2014 broaden them or remove filters and retry.\n- Verify you have the correct ServiceNow instance and sufficient permissions to view incidents.\n- Ensure there are indeed incidents in the environment for the period/criteria you expect.\n- Retry the query in case of a transient issue.\n\nWould you like me to:\n- Rerun the search with different filters (tell me the filters you want), or\n- Create a new incident (tell me the details), or\n- Check connectivity/permissions guidance?" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T15:47:09.337944+00:00", + "idx": 9, + "task": "Compile Salesforce tasks due this week", + "prompt": "You are the Salesforce customer success enablement partner translating team standups into actionable task reports.\n\nCapture the due date window, task status, and priority requirements.\n\nNote referenced dashboards if provided.\n\nCS manager Bailey is asking for Salesforce tasks due between June 3 2024 and June 7 2024 with status 'Not Started' and priority 'High' so she can balance workload in the renewal cockpit.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AB3VA101EA3CDJP58CGZ5B", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce Task records due between 2024-06-03 and 2024-06-07 inclusive with Status = 'Not Started' and Priority = 'High'. Include fields: Subject, Owner, DueDate, Status, Priority, AssignedTo, RelatedTo (Account/Opportunity), Description, and any renewal-cockpit related fields. Note: request references the 'renewal cockpit' for workload balancing; no explicit dashboard name was provided.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Tasks in Salesforce where DueDate >= 2024-06-03 AND DueDate <= 2024-06-07 AND Status = 'Not Started' AND Priority = 'High'. Return Subject, Owner, DueDate, Status, Priority, AssignedTo, Related Account/Opportunity, Description, and markers needed for renewal cockpit workload balancing; report any referenced dashboards if present.\n- x: null", + "expected_fragments": [ + "ActivityDate >= June 3 2024", + "ActivityDate <= June 7 2024", + "Status = Not Started", + "Priority = High" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Compile Salesforce tasks due this week", + "idx": 9, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "f8073156-363c-41e6-a702-668030adad54", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Retrieve Salesforce Task records due between 2024-06-03 and 2024-06-07 inclusive with Status = 'Not Started' and Priority = 'High'. Include fields: Subject, Owner, DueDate, Status, Priority, AssignedTo, RelatedTo (Account/Opportunity), Description, and any renewal-cockpit related fields. Note: request references the 'renewal cockpit' for workload balancing; no explicit dashboard name was provided.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Tasks in Salesforce where DueDate >= 2024-06-03 AND DueDate <= 2024-06-07 AND Status = 'Not Started' AND Priority = 'High'. Return Subject, Owner, DueDate, Status, Priority, AssignedTo, Related Account/Opportunity, Description, and markers needed for renewal cockpit workload balancing; report any referenced dashboards if present.", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Retrieve Salesforce Task records due between 2024-06-03 and 2024-06-07 inclusive with Status = 'Not Started' and Priority = 'High'. Include fields: Subject, Owner, DueDate, Status, Priority, AssignedTo, RelatedTo (Account/Opportunity), Description, and any renewal-cockpit related fields. Note: request references the 'renewal cockpit' for workload balancing; no explicit dashboard name was provided.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Tasks in Salesforce where DueDate >= 2024-06-03 AND DueDate <= 2024-06-07 AND Status = 'Not Started' AND Priority = 'High'. Return Subject, Owner, DueDate, Status, Priority, AssignedTo, Related Account/Opportunity, Description, and markers needed for renewal cockpit workload balancing; report any referenced dashboards if present.", + "x": "null" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T15:49:03.413966+00:00", + "idx": 10, + "task": "Identify ServiceNow knowledge articles expiring soon", + "prompt": "You are the ServiceNow knowledge curator who converts enablement nudges into content audits.\n\nList the expiration window, article workflow state, and any ownership cues.\n\nInclude ordering guidance if provided.\n\nKnowledge manager Priya wants a ServiceNow knowledge base query for articles expiring within the next 14 days that are still in 'Published' state owned by the 'Support Engineering' group aligned with the quarterly maintenance sheet.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AB6S93SAXPXDZKD7TAS6AP", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: expiry_dateBETWEEN2025-11-05@2025-11-19^workflow_state=Published^ownerLIKESupport Engineering^alignmentLIKEquarterly maintenance sheet\n- x_incident_query_aggregate: null\n- x_incident_query_sort: expiry_dateASC\n- x_incident_query_limit: null\n- x_incident_query_fields: expiry_date,workflow_state,owner,alignment,short_description,sys_id\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Find knowledge base articles expiring within the next 14 days that are in Published state, owned by Support Engineering, aligned with the quarterly maintenance sheet; return expiry date, workflow state, ownership cues, and alignment; sort by expiry date ascending.\n- x: I retrieved 91 incidents from ServiceNow.\n\nQuick summary\n- Total incidents returned: 91\n- Recurring/high-frequency issues (approximate counts)\n - \"Picking tablets freezing\" (multiple reports, ~10 occurrences) \u2014 repeated across locations/callers and includes several high/critical reports\n - \"Warehouse Wi\u2011Fi outage post firmware\" (multiple occurrences, ~5\u20136)\n - Email-related problems (server down, slow with attachments, verification, cannot read email, etc.; ~7\u20138)\n - Many \"Set to In Progress: INC...\" housekeeping/status entries (~20)\n - Other categories: VPN gateway timeouts, SAP Materials Management performance/outage, password resets, file server capacity, printing/device issues, access requests\n\nHigh\u2011priority / critical incidents (explicitly labeled/high-severity)\n- Picking tablets freezing post update - Denver (Critical/P1)\n - sys_id: 0d4f8d4783703210b5a95c50ceaad31d\n- Picking tablets freezing post update - Denver (Critical/P1)\n - sys_id: 344f414783703210b5a95c50ceaad30f\n- Register/Create P1 / High-priority for Picking tablets (Maya Patel / others)\n - sys_id: 65cf998b83b03210b5a95c50ceaad33d\n - sys_id: f59e647b83f8f210b5a95c50ceaad33e (Caller: Maya Patel \u2014 Priority: High)\n- Register P1 for VPN gateway timeouts affecting all remote reps\n - sys_id: 8d36f3dd83b43210b5a95c50ceaad3aa\n- Email verification issue \u2014 High priority\n - sys_id: 93ace613837c7210b5a95c50ceaad306\n - sys_id: 9face613837c7210b5a95c50ceaad30a\n- High-priority \u2014 Warehouse picking tablets freezing \u2014 urgent investigation required\n - sys_id: eab1524b83b43210b5a95c50ceaad3fd\n\nOther notable severe outages (not explicitly labeled P1 but appear critical)\n- Email server is down.\n - sys_id: ed92e8d173d023002728660c4cf6a7bc\n- Employee payroll application server is down.\n - sys_id: f12ca184735123002728660c4cf6a7ef\n- VPN gateway timing out for all remote reps\n - sys_id: 7036f3dd83b43210b5a95c50ceaad37f\n- File Server is 80% full - Needs upgrade\n - sys_id: 470af5afa9fe198101b324dd773ef379\n\nWhat I can do next\n- Retrieve full incident details (priority, assignment group, created/updated timestamps, current state, notes) for any specific sys_id above.\n- Aggregate and present a focused list (e.g., all P1/P2 incidents, all \"Picking tablets\" reports, or all \"Warehouse Wi\u2011Fi\" reports) with their sys_ids and current states.\n- Create an action plan / suggested triage: recommended incidents to escalate, suggested assignment groups, or suggested immediate actions.\n\nWhich would you like me to do next (e.g., fetch details for the critical sys_ids, aggregate all \"Picking tablets\" incidents, or export this list)?", + "expected_fragments": [ + "kb_knowledge.expiration_date = NEXT 14 DAYS", + "workflow_state=Published", + "owner_group=Support Engineering" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Identify ServiceNow knowledge articles expiring soon", + "idx": 10, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "e33354b0-d39c-46e8-b3c5-3449b198ead1", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "expiry_dateBETWEEN2025-11-05@2025-11-19^workflow_state=Published^ownerLIKESupport Engineering^alignmentLIKEquarterly maintenance sheet", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "expiry_dateASC", + "x_incident_query_limit": "null", + "x_incident_query_fields": "expiry_date,workflow_state,owner,alignment,short_description,sys_id", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Find knowledge base articles expiring within the next 14 days that are in Published state, owned by Support Engineering, aligned with the quarterly maintenance sheet; return expiry date, workflow state, ownership cues, and alignment; sort by expiry date ascending.", + "x": "I retrieved 91 incidents from ServiceNow.\n\nQuick summary\n- Total incidents returned: 91\n- Recurring/high-frequency issues (approximate counts)\n - \"Picking tablets freezing\" (multiple reports, ~10 occurrences) \u2014 repeated across locations/callers and includes several high/critical reports\n - \"Warehouse Wi\u2011Fi outage post firmware\" (multiple occurrences, ~5\u20136)\n - Email-related problems (server down, slow with attachments, verification, cannot read email, etc.; ~7\u20138)\n - Many \"Set to In Progress: INC...\" housekeeping/status entries (~20)\n - Other categories: VPN gateway timeouts, SAP Materials Management performance/outage, password resets, file server capacity, printing/device issues, access requests\n\nHigh\u2011priority / critical incidents (explicitly labeled/high-severity)\n- Picking tablets freezing post update - Denver (Critical/P1)\n - sys_id: 0d4f8d4783703210b5a95c50ceaad31d\n- Picking tablets freezing post update - Denver (Critical/P1)\n - sys_id: 344f414783703210b5a95c50ceaad30f\n- Register/Create P1 / High-priority for Picking tablets (Maya Patel / others)\n - sys_id: 65cf998b83b03210b5a95c50ceaad33d\n - sys_id: f59e647b83f8f210b5a95c50ceaad33e (Caller: Maya Patel \u2014 Priority: High)\n- Register P1 for VPN gateway timeouts affecting all remote reps\n - sys_id: 8d36f3dd83b43210b5a95c50ceaad3aa\n- Email verification issue \u2014 High priority\n - sys_id: 93ace613837c7210b5a95c50ceaad306\n - sys_id: 9face613837c7210b5a95c50ceaad30a\n- High-priority \u2014 Warehouse picking tablets freezing \u2014 urgent investigation required\n - sys_id: eab1524b83b43210b5a95c50ceaad3fd\n\nOther notable severe outages (not explicitly labeled P1 but appear critical)\n- Email server is down.\n - sys_id: ed92e8d173d023002728660c4cf6a7bc\n- Employee payroll application server is down.\n - sys_id: f12ca184735123002728660c4cf6a7ef\n- VPN gateway timing out for all remote reps\n - sys_id: 7036f3dd83b43210b5a95c50ceaad37f\n- File Server is 80% full - Needs upgrade\n - sys_id: 470af5afa9fe198101b324dd773ef379\n\nWhat I can do next\n- Retrieve full incident details (priority, assignment group, created/updated timestamps, current state, notes) for any specific sys_id above.\n- Aggregate and present a focused list (e.g., all P1/P2 incidents, all \"Picking tablets\" reports, or all \"Warehouse Wi\u2011Fi\" reports) with their sys_ids and current states.\n- Create an action plan / suggested triage: recommended incidents to escalate, suggested assignment groups, or suggested immediate actions.\n\nWhich would you like me to do next (e.g., fetch details for the critical sys_ids, aggregate all \"Picking tablets\" incidents, or export this list)?" + } + }, + "variables": { + "x_incident_query": "expiry_dateBETWEEN2025-11-05@2025-11-19^workflow_state=Published^ownerLIKESupport Engineering^alignmentLIKEquarterly maintenance sheet", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "expiry_dateASC", + "x_incident_query_limit": "null", + "x_incident_query_fields": "expiry_date,workflow_state,owner,alignment,short_description,sys_id", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Find knowledge base articles expiring within the next 14 days that are in Published state, owned by Support Engineering, aligned with the quarterly maintenance sheet; return expiry date, workflow state, ownership cues, and alignment; sort by expiry date ascending.", + "x": "I retrieved 91 incidents from ServiceNow.\n\nQuick summary\n- Total incidents returned: 91\n- Recurring/high-frequency issues (approximate counts)\n - \"Picking tablets freezing\" (multiple reports, ~10 occurrences) \u2014 repeated across locations/callers and includes several high/critical reports\n - \"Warehouse Wi\u2011Fi outage post firmware\" (multiple occurrences, ~5\u20136)\n - Email-related problems (server down, slow with attachments, verification, cannot read email, etc.; ~7\u20138)\n - Many \"Set to In Progress: INC...\" housekeeping/status entries (~20)\n - Other categories: VPN gateway timeouts, SAP Materials Management performance/outage, password resets, file server capacity, printing/device issues, access requests\n\nHigh\u2011priority / critical incidents (explicitly labeled/high-severity)\n- Picking tablets freezing post update - Denver (Critical/P1)\n - sys_id: 0d4f8d4783703210b5a95c50ceaad31d\n- Picking tablets freezing post update - Denver (Critical/P1)\n - sys_id: 344f414783703210b5a95c50ceaad30f\n- Register/Create P1 / High-priority for Picking tablets (Maya Patel / others)\n - sys_id: 65cf998b83b03210b5a95c50ceaad33d\n - sys_id: f59e647b83f8f210b5a95c50ceaad33e (Caller: Maya Patel \u2014 Priority: High)\n- Register P1 for VPN gateway timeouts affecting all remote reps\n - sys_id: 8d36f3dd83b43210b5a95c50ceaad3aa\n- Email verification issue \u2014 High priority\n - sys_id: 93ace613837c7210b5a95c50ceaad306\n - sys_id: 9face613837c7210b5a95c50ceaad30a\n- High-priority \u2014 Warehouse picking tablets freezing \u2014 urgent investigation required\n - sys_id: eab1524b83b43210b5a95c50ceaad3fd\n\nOther notable severe outages (not explicitly labeled P1 but appear critical)\n- Email server is down.\n - sys_id: ed92e8d173d023002728660c4cf6a7bc\n- Employee payroll application server is down.\n - sys_id: f12ca184735123002728660c4cf6a7ef\n- VPN gateway timing out for all remote reps\n - sys_id: 7036f3dd83b43210b5a95c50ceaad37f\n- File Server is 80% full - Needs upgrade\n - sys_id: 470af5afa9fe198101b324dd773ef379\n\nWhat I can do next\n- Retrieve full incident details (priority, assignment group, created/updated timestamps, current state, notes) for any specific sys_id above.\n- Aggregate and present a focused list (e.g., all P1/P2 incidents, all \"Picking tablets\" reports, or all \"Warehouse Wi\u2011Fi\" reports) with their sys_ids and current states.\n- Create an action plan / suggested triage: recommended incidents to escalate, suggested assignment groups, or suggested immediate actions.\n\nWhich would you like me to do next (e.g., fetch details for the critical sys_ids, aggregate all \"Picking tablets\" incidents, or export this list)?" + }, + "matched_fragments": [ + "workflow_state=Published" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T15:50:14.827840+00:00", + "idx": 11, + "task": "Fetch Salesforce contacts by account tier", + "prompt": "You are the Salesforce account data steward translating segmentation asks into contact filters.\n\nExtract the tier condition, industry focus, and fields to return.\n\nInclude dependency or dashboard references if mentioned.\n\nRevenue ops lead Jonas needs Salesforce contacts whose parent accounts carry Tier 'Strategic' within industry 'Healthcare', returning full name and mobile number so he can seed the outreach planner.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9ABA8NY8WBD2ABYM0KM6PCR", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Contacts whose parent Account has Tier = 'Strategic' and Industry = 'Healthcare'. Return contact full name (FirstName, LastName) and MobilePhone. Context: for Revenue Ops lead Jonas to seed the outreach planner.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Contact where Account.Tier = 'Strategic' AND Account.Industry = 'Healthcare'. Select FirstName, LastName, MobilePhone (and AccountId/Account.Name if needed) and deliver results formatted for Jonas' outreach planner.\n- x: null", + "expected_fragments": [ + "Account.Tier__c = Strategic", + "Account.Industry = Healthcare", + "Fields: Name, MobilePhone" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Fetch Salesforce contacts by account tier", + "idx": 11, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "de475fdd-24ca-48df-a7e6-0d1be9e17391", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Contacts whose parent Account has Tier = 'Strategic' and Industry = 'Healthcare'. Return contact full name (FirstName, LastName) and MobilePhone. Context: for Revenue Ops lead Jonas to seed the outreach planner.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Contact where Account.Tier = 'Strategic' AND Account.Industry = 'Healthcare'. Select FirstName, LastName, MobilePhone (and AccountId/Account.Name if needed) and deliver results formatted for Jonas' outreach planner.", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Contacts whose parent Account has Tier = 'Strategic' and Industry = 'Healthcare'. Return contact full name (FirstName, LastName) and MobilePhone. Context: for Revenue Ops lead Jonas to seed the outreach planner.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Contact where Account.Tier = 'Strategic' AND Account.Industry = 'Healthcare'. Select FirstName, LastName, MobilePhone (and AccountId/Account.Name if needed) and deliver results formatted for Jonas' outreach planner.", + "x": "null" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T15:51:39.307050+00:00", + "idx": 12, + "task": "Filter ServiceNow problem records by impact", + "prompt": "You are the ServiceNow problem management analyst converting review board notes into targeted queries.\n\nCapture the impact setting, state, and any timeframe filters.\n\nInclude referenced data sources if supplied.\n\nProblem lead Matteo wants ServiceNow problem records with impact High and state 'Known Error' created within the past 45 days using the reliability review export to double-check scope.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9ABCEDN79FVVSND2F4NNBTC", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: sys_class_name=problem^impact=High^stateLIKEKnown Error^sys_created_onONLast45days\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,impact,state,sys_created_on,assigned_to\n- x_servicenow_incident_query_depends_on: reliability review export\n- x_servicenow_incident_query_api_task: Fetch ServiceNow problem records with impact High and state 'Known Error' created in the last 45 days, using the reliability review export to validate scope\n- x: The ServiceNow API call succeeded but returned no incidents (incidents: []). Possible reasons and next steps:\n- No incidents match the query criteria (date range, assignment group, state, etc.). Try widening or removing filters.\n- The API query may have a result limit or pagination \u2014 increase limit or fetch next page.\n- Permission/visibility \u2014 ensure the API user has rights to view incidents.\n\nWould you like me to:\n- Re-run the query with different filters (tell me which filters or a date range)?\n- Fetch recent incidents (e.g., last 7 or 30 days)?\n- Check pagination/limit settings or API user permissions?\n- Create a new incident?\n\nTell me which action you want and any filter details.", + "expected_fragments": [ + "impact=High", + "state=Known Error", + "sys_created_on = LAST 45 DAYS" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Filter ServiceNow problem records by impact", + "idx": 12, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "99c49303-8713-4392-8447-8ca6e80831be", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "sys_class_name=problem^impact=High^stateLIKEKnown Error^sys_created_onONLast45days", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,impact,state,sys_created_on,assigned_to", + "x_servicenow_incident_query_depends_on": "reliability review export", + "x_servicenow_incident_query_api_task": "Fetch ServiceNow problem records with impact High and state 'Known Error' created in the last 45 days, using the reliability review export to validate scope", + "x": "The ServiceNow API call succeeded but returned no incidents (incidents: []). Possible reasons and next steps:\n- No incidents match the query criteria (date range, assignment group, state, etc.). Try widening or removing filters.\n- The API query may have a result limit or pagination \u2014 increase limit or fetch next page.\n- Permission/visibility \u2014 ensure the API user has rights to view incidents.\n\nWould you like me to:\n- Re-run the query with different filters (tell me which filters or a date range)?\n- Fetch recent incidents (e.g., last 7 or 30 days)?\n- Check pagination/limit settings or API user permissions?\n- Create a new incident?\n\nTell me which action you want and any filter details." + } + }, + "variables": { + "x_incident_query": "sys_class_name=problem^impact=High^stateLIKEKnown Error^sys_created_onONLast45days", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,impact,state,sys_created_on,assigned_to", + "x_servicenow_incident_query_depends_on": "reliability review export", + "x_servicenow_incident_query_api_task": "Fetch ServiceNow problem records with impact High and state 'Known Error' created in the last 45 days, using the reliability review export to validate scope", + "x": "The ServiceNow API call succeeded but returned no incidents (incidents: []). Possible reasons and next steps:\n- No incidents match the query criteria (date range, assignment group, state, etc.). Try widening or removing filters.\n- The API query may have a result limit or pagination \u2014 increase limit or fetch next page.\n- Permission/visibility \u2014 ensure the API user has rights to view incidents.\n\nWould you like me to:\n- Re-run the query with different filters (tell me which filters or a date range)?\n- Fetch recent incidents (e.g., last 7 or 30 days)?\n- Check pagination/limit settings or API user permissions?\n- Create a new incident?\n\nTell me which action you want and any filter details." + }, + "matched_fragments": [ + "impact=High" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T15:52:03.684200+00:00", + "idx": 13, + "task": "Generate Salesforce campaign member export", + "prompt": "You are the Salesforce lifecycle marketing specialist turning calendar briefs into precise member queries.\n\nIdentify the campaign name, member status filter, and fields to project.\n\nNote dependency spreadsheets if present.\n\nLifecycle manager Nalini needs an export of Salesforce campaign members for 'FY25_Product_Intro' with Member Status 'Responded' showing contact name and job title to sync with the webinar recap sheet.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9ABF0XKBJA0ZMSYC52VBY3E", + "status": "completed", + "output_text": "I do not know based on the available history.", + "expected_fragments": [ + "Campaign = FY25_Product_Intro", + "MemberStatus = Responded", + "Fields: Contact.Name, Contact.Title" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Generate Salesforce campaign member export", + "idx": 13, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "632b10f6-728f-4801-8bd6-f9cb802bf1df", + "history_reused": true, + "plan_steps": [], + "plan_step_count": 0, + "variables": {} + }, + "variables": {}, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T16:03:14.002470+00:00", + "idx": 14, + "task": "Locate ServiceNow incidents with pending vendor", + "prompt": "You are the ServiceNow vendor liaison transforming supplier escalations into oversight queries.\n\nCapture the vendor field, state filter, and priority requirement.\n\nInclude dependency references if mentioned.\n\nVendor manager Celine wants ServiceNow incidents tagged to vendor 'TelcoOne' where state is 'Awaiting Vendor' and priority is 2 so she can join tomorrow's carrier review using the vendor performance dashboard.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9ABFRQCB5SZE78W3C3JYGTF", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: vendorLIKETelcoOne^stateLIKEAwaiting Vendor^priority=2\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch incidents tagged to vendor 'TelcoOne' in 'Awaiting Vendor' state with priority 2 for vendor performance dashboard\n- x: The API call succeeded but returned no incidents.\n\nPossible reasons\n- No incidents match the query filters/time range you used.\n- The incident table is currently empty for the requested scope.\n- There may be a permissions or visibility restriction on your account.\n\nSuggested next steps\n1. Confirm or broaden the filters (time range, assignment group, state, priority, etc.) and re-run the query. \n2. Verify your ServiceNow user permissions to ensure you can view incidents. \n3. If you intended to create an incident, I can create one for you\u2014tell me the short description, description, priority, and assignment group. \n4. If you want, provide the query parameters you used and I\u2019ll run the search again or adjust them.\n\nWhat would you like me to do next?", + "expected_fragments": [ + "vendor=TelcoOne", + "state=Awaiting Vendor", + "priority=2" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Locate ServiceNow incidents with pending vendor", + "idx": 14, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "9695ef02-3dd2-4069-b7af-20ed419a2681", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "vendorLIKETelcoOne^stateLIKEAwaiting Vendor^priority=2", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Fetch incidents tagged to vendor 'TelcoOne' in 'Awaiting Vendor' state with priority 2 for vendor performance dashboard", + "x": "The API call succeeded but returned no incidents.\n\nPossible reasons\n- No incidents match the query filters/time range you used.\n- The incident table is currently empty for the requested scope.\n- There may be a permissions or visibility restriction on your account.\n\nSuggested next steps\n1. Confirm or broaden the filters (time range, assignment group, state, priority, etc.) and re-run the query. \n2. Verify your ServiceNow user permissions to ensure you can view incidents. \n3. If you intended to create an incident, I can create one for you\u2014tell me the short description, description, priority, and assignment group. \n4. If you want, provide the query parameters you used and I\u2019ll run the search again or adjust them.\n\nWhat would you like me to do next?" + } + }, + "variables": { + "x_incident_query": "vendorLIKETelcoOne^stateLIKEAwaiting Vendor^priority=2", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Fetch incidents tagged to vendor 'TelcoOne' in 'Awaiting Vendor' state with priority 2 for vendor performance dashboard", + "x": "The API call succeeded but returned no incidents.\n\nPossible reasons\n- No incidents match the query filters/time range you used.\n- The incident table is currently empty for the requested scope.\n- There may be a permissions or visibility restriction on your account.\n\nSuggested next steps\n1. Confirm or broaden the filters (time range, assignment group, state, priority, etc.) and re-run the query. \n2. Verify your ServiceNow user permissions to ensure you can view incidents. \n3. If you intended to create an incident, I can create one for you\u2014tell me the short description, description, priority, and assignment group. \n4. If you want, provide the query parameters you used and I\u2019ll run the search again or adjust them.\n\nWhat would you like me to do next?" + }, + "matched_fragments": [ + "priority=2" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T16:05:10.518595+00:00", + "idx": 15, + "task": "Retrieve Salesforce quote approvals needed", + "prompt": "You are the Salesforce deal desk coordinator translating AE pushes into approval queues.\n\nIdentify the quote status, approval stage, and amount threshold cited.\n\nCall out dependency spreadsheets if referenced.\n\nDeal desk owner Farah needs Salesforce quotes where Status is 'Pending Approval' and Total Price exceeds 150000 using the executive approvals tracker.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AC47ATTX42DK8DJTZWWPBV", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Object: Quote. Conditions: Status = 'Pending Approval'; TotalPrice > 150000. Fields to retrieve: Quote Status, Approval Stage, Total Price, Quote ID, and Owner. Dependency spreadsheet referenced: 'executive approvals tracker'. Deal desk owner: Farah.\n- x_salesforce_query_depends_on: executive approvals tracker\n- x_salesforce_query_api_task: Query Salesforce Quote records where Status = 'Pending Approval' and TotalPrice > 150000. Return Quote Status, Approval Stage, Total Price, Quote ID, and Owner; flag results for Deal Desk owner Farah and reference the executive approvals tracker for approval routing.\n- x: null", + "expected_fragments": [ + "Status = Pending Approval", + "TotalPrice > 150000" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Retrieve Salesforce quote approvals needed", + "idx": 15, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "4f56b3af-51c4-4f40-a549-e329c8e407ce", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Object: Quote. Conditions: Status = 'Pending Approval'; TotalPrice > 150000. Fields to retrieve: Quote Status, Approval Stage, Total Price, Quote ID, and Owner. Dependency spreadsheet referenced: 'executive approvals tracker'. Deal desk owner: Farah.", + "x_salesforce_query_depends_on": "executive approvals tracker", + "x_salesforce_query_api_task": "Query Salesforce Quote records where Status = 'Pending Approval' and TotalPrice > 150000. Return Quote Status, Approval Stage, Total Price, Quote ID, and Owner; flag results for Deal Desk owner Farah and reference the executive approvals tracker for approval routing.", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Object: Quote. Conditions: Status = 'Pending Approval'; TotalPrice > 150000. Fields to retrieve: Quote Status, Approval Stage, Total Price, Quote ID, and Owner. Dependency spreadsheet referenced: 'executive approvals tracker'. Deal desk owner: Farah.", + "x_salesforce_query_depends_on": "executive approvals tracker", + "x_salesforce_query_api_task": "Query Salesforce Quote records where Status = 'Pending Approval' and TotalPrice > 150000. Return Quote Status, Approval Stage, Total Price, Quote ID, and Owner; flag results for Deal Desk owner Farah and reference the executive approvals tracker for approval routing.", + "x": "null" + }, + "matched_fragments": [ + "TotalPrice > 150000" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T16:06:25.808520+00:00", + "idx": 16, + "task": "List ServiceNow catalog requests awaiting fulfillment", + "prompt": "You are the ServiceNow request fulfillment analyst translating provisioning standups into actionable queues.\n\nCapture the request state, catalog item focus, and any aging guidance.\n\nInclude dependency reports if given.\n\nFulfillment lead Arturo wants ServiceNow catalog requests for item 'Secure VPN Token' that are in state 'Awaiting Fulfillment' and older than 3 days, referencing the onboarding readiness report.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AC7S40HWARN5M86EGTF2XF", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: short_descriptionLIKESecure VPN Token^stateLIKEAwaiting Fulfillment^sys_created_on\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,state,sys_created_on,sys_updated_on,assigned_to\n- x_servicenow_incident_query_depends_on: onboarding readiness report\n- x_servicenow_incident_query_api_task: Fetch catalog requests for 'Secure VPN Token' in 'Awaiting Fulfillment' state older than 3 days, referencing the onboarding readiness report\n- x: The API call succeeded but returned no incidents (incidents: []). This means no records matched the query/filters used.\n\nNext steps you can take:\n- Confirm or broaden any filters (time range, assignment group, state, etc.).\n- Verify the account/permissions and that the correct ServiceNow instance was queried.\n- If you want, I can:\n - Re-run the query with different filters (tell me which),\n - Create a new incident (provide details),\n - Or help troubleshoot why incidents aren\u2019t being returned.\n\nWhich would you like to do?", + "expected_fragments": [ + "cat_item=Secure VPN Token", + "state=Awaiting Fulfillment", + "Opened <= NOW() - 3 days" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "List ServiceNow catalog requests awaiting fulfillment", + "idx": 16, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "3b15e2d9-b988-4abc-ab5e-814ee0167ac0", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "short_descriptionLIKESecure VPN Token^stateLIKEAwaiting Fulfillment^sys_created_on", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,state,sys_created_on,sys_updated_on,assigned_to", + "x_servicenow_incident_query_depends_on": "onboarding readiness report", + "x_servicenow_incident_query_api_task": "Fetch catalog requests for 'Secure VPN Token' in 'Awaiting Fulfillment' state older than 3 days, referencing the onboarding readiness report", + "x": "The API call succeeded but returned no incidents (incidents: []). This means no records matched the query/filters used.\n\nNext steps you can take:\n- Confirm or broaden any filters (time range, assignment group, state, etc.).\n- Verify the account/permissions and that the correct ServiceNow instance was queried.\n- If you want, I can:\n - Re-run the query with different filters (tell me which),\n - Create a new incident (provide details),\n - Or help troubleshoot why incidents aren\u2019t being returned.\n\nWhich would you like to do?" + } + }, + "variables": { + "x_incident_query": "short_descriptionLIKESecure VPN Token^stateLIKEAwaiting Fulfillment^sys_created_on", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,state,sys_created_on,sys_updated_on,assigned_to", + "x_servicenow_incident_query_depends_on": "onboarding readiness report", + "x_servicenow_incident_query_api_task": "Fetch catalog requests for 'Secure VPN Token' in 'Awaiting Fulfillment' state older than 3 days, referencing the onboarding readiness report", + "x": "The API call succeeded but returned no incidents (incidents: []). This means no records matched the query/filters used.\n\nNext steps you can take:\n- Confirm or broaden any filters (time range, assignment group, state, etc.).\n- Verify the account/permissions and that the correct ServiceNow instance was queried.\n- If you want, I can:\n - Re-run the query with different filters (tell me which),\n - Create a new incident (provide details),\n - Or help troubleshoot why incidents aren\u2019t being returned.\n\nWhich would you like to do?" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T16:08:37.278701+00:00", + "idx": 17, + "task": "Gather Salesforce lead conversions by source", + "prompt": "You are the Salesforce performance analyst converting marketing retros into lead conversion filters.\n\nList the lead source, conversion status, and date window.\n\nInclude referenced data marts if mentioned.\n\nMarketing analytics head Devon needs Salesforce leads with Lead Source 'Webinar' converted between March 1 2024 and March 31 2024 for the pipeline attribution workbook.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9ACA2MS6MA6TFWPSC1B6B33", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter Salesforce Leads where Lead Source = 'Webinar' and conversion status = Converted (IsConverted = true); ConvertedDate between 2024-03-01 and 2024-03-31. Return LeadSource, conversion status, and conversion date. No external data marts referenced. Requestor: Marketing analytics head Devon for the pipeline attribution workbook.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Leads with LeadSource = 'Webinar' AND IsConverted = true AND ConvertedDate >= 2024-03-01 AND ConvertedDate <= 2024-03-31. Return LeadSource, IsConverted (conversion status), ConvertedDate, Lead Id, and any additional fields needed for pipeline attribution workbook.\n- x: null", + "expected_fragments": [ + "LeadSource = Webinar", + "IsConverted = true", + "ConvertedDate >= March 1 2024", + "ConvertedDate <= March 31 2024" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Gather Salesforce lead conversions by source", + "idx": 17, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "bcfb6ee1-614a-41db-bd35-0cd3f30734e9", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Filter Salesforce Leads where Lead Source = 'Webinar' and conversion status = Converted (IsConverted = true); ConvertedDate between 2024-03-01 and 2024-03-31. Return LeadSource, conversion status, and conversion date. No external data marts referenced. Requestor: Marketing analytics head Devon for the pipeline attribution workbook.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Leads with LeadSource = 'Webinar' AND IsConverted = true AND ConvertedDate >= 2024-03-01 AND ConvertedDate <= 2024-03-31. Return LeadSource, IsConverted (conversion status), ConvertedDate, Lead Id, and any additional fields needed for pipeline attribution workbook.", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Filter Salesforce Leads where Lead Source = 'Webinar' and conversion status = Converted (IsConverted = true); ConvertedDate between 2024-03-01 and 2024-03-31. Return LeadSource, conversion status, and conversion date. No external data marts referenced. Requestor: Marketing analytics head Devon for the pipeline attribution workbook.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Leads with LeadSource = 'Webinar' AND IsConverted = true AND ConvertedDate >= 2024-03-01 AND ConvertedDate <= 2024-03-31. Return LeadSource, IsConverted (conversion status), ConvertedDate, Lead Id, and any additional fields needed for pipeline attribution workbook.", + "x": "null" + }, + "matched_fragments": [ + "IsConverted = true" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T16:30:16.756214+00:00", + "idx": 18, + "task": "Identify ServiceNow incidents breaching SLA", + "prompt": "You are the ServiceNow service quality analyst translating SLA alerts into actionable queues.\n\nCapture the SLA status, assignment group, and priority filters.\n\nNote dependency dashboards if referenced.\n\nQuality lead Harper wants ServiceNow incidents assigned to 'Customer Support North America' with priority 3 that have Breach Flag true so she can update the SLA variance report.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9ACE317CZQ0P67XY3YEMAX8", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: assignment_groupLIKECustomer Support North America^priority=3^breach_flag=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sla_status,breach_flag\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Fetch incidents assigned to Customer Support North America with priority 3 and Breach Flag true for SLA variance report for Quality lead Harper\n- x: The ServiceNow API call succeeded but returned no incidents \u2014 there are currently no incidents matching the query parameters.\n\nSuggested next steps:\n- Confirm or broaden the query filters (time range, state, assignment group, priority, or other conditions).\n- Check pagination/limit parameters (e.g., sysparm_limit) in case results were truncated.\n- Verify the ServiceNow instance and credentials if you expected results.\n- If you want, create a new incident or run a different search (tell me the filters: date range, state, assigned group, priority, or keywords).\n\nWhat would you like me to do next?", + "expected_fragments": [ + "assignment_group=Customer Support North America", + "priority=3", + "u_sla_breached=true" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Identify ServiceNow incidents breaching SLA", + "idx": 18, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "9f8fa447-2b69-495e-9d25-65c641c9ce5f", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "assignment_groupLIKECustomer Support North America^priority=3^breach_flag=true", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,assignment_group,sla_status,breach_flag", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Fetch incidents assigned to Customer Support North America with priority 3 and Breach Flag true for SLA variance report for Quality lead Harper", + "x": "The ServiceNow API call succeeded but returned no incidents \u2014 there are currently no incidents matching the query parameters.\n\nSuggested next steps:\n- Confirm or broaden the query filters (time range, state, assignment group, priority, or other conditions).\n- Check pagination/limit parameters (e.g., sysparm_limit) in case results were truncated.\n- Verify the ServiceNow instance and credentials if you expected results.\n- If you want, create a new incident or run a different search (tell me the filters: date range, state, assigned group, priority, or keywords).\n\nWhat would you like me to do next?" + } + }, + "variables": { + "x_incident_query": "assignment_groupLIKECustomer Support North America^priority=3^breach_flag=true", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,assignment_group,sla_status,breach_flag", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Fetch incidents assigned to Customer Support North America with priority 3 and Breach Flag true for SLA variance report for Quality lead Harper", + "x": "The ServiceNow API call succeeded but returned no incidents \u2014 there are currently no incidents matching the query parameters.\n\nSuggested next steps:\n- Confirm or broaden the query filters (time range, state, assignment group, priority, or other conditions).\n- Check pagination/limit parameters (e.g., sysparm_limit) in case results were truncated.\n- Verify the ServiceNow instance and credentials if you expected results.\n- If you want, create a new incident or run a different search (tell me the filters: date range, state, assigned group, priority, or keywords).\n\nWhat would you like me to do next?" + }, + "matched_fragments": [ + "priority=3" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T16:31:52.023887+00:00", + "idx": 19, + "task": "Extract Salesforce assets expiring", + "prompt": "You are the Salesforce installed base analyst turning renewal huddles into targeted asset queries.\n\nNote the asset expiration window, product family, and fields to return.\n\nInclude referenced renewal dashboards if asked.\n\nRenewal strategist Quinn needs Salesforce assets in product family 'Analytics Suite' expiring within the next 60 days, returning asset name plus contract end date for the renewal cockpit sync.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9ADNR1W4KRG3E8RH8WQS4EK", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Assets in product family 'Analytics Suite' with contract/asset expiration (ContractEndDate) within the next 60 days; return asset name and contract end date for each matching asset; scope: Salesforce installed base assets for renewal workflow.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Salesforce Assets where ProductFamily = 'Analytics Suite' and ContractEndDate is within the next 60 days; return Asset.Name and Asset.ContractEndDate for renewal cockpit sync.\n- x: null", + "expected_fragments": [ + "ProductFamily = Analytics Suite", + "EndDate = NEXT 60 DAYS", + "Fields: Name, EndDate" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Extract Salesforce assets expiring", + "idx": 19, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "64b1cf22-b7e3-4f89-ab78-24c72d838745", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Assets in product family 'Analytics Suite' with contract/asset expiration (ContractEndDate) within the next 60 days; return asset name and contract end date for each matching asset; scope: Salesforce installed base assets for renewal workflow.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Salesforce Assets where ProductFamily = 'Analytics Suite' and ContractEndDate is within the next 60 days; return Asset.Name and Asset.ContractEndDate for renewal cockpit sync.", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Assets in product family 'Analytics Suite' with contract/asset expiration (ContractEndDate) within the next 60 days; return asset name and contract end date for each matching asset; scope: Salesforce installed base assets for renewal workflow.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Salesforce Assets where ProductFamily = 'Analytics Suite' and ContractEndDate is within the next 60 days; return Asset.Name and Asset.ContractEndDate for renewal cockpit sync.", + "x": "null" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T16:32:59.152964+00:00", + "idx": 20, + "task": "Filter ServiceNow incidents by CI outage", + "prompt": "You are the ServiceNow configuration incident analyst translating CMDB outage calls into lookup filters.\n\nRecord the configuration item, outage boolean, and state filter.\n\nInclude dependency logs if mentioned.\n\nCMDB steward Rohan needs ServiceNow incidents tied to CI 'CRM-Cluster-Prod' where the outage flag equals true and state is 'In Progress' referencing the live incident bridge notes.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9ADRN31STYCG60BR4KXFM6S", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: cmdb_ci=CRM-Cluster-Prod^outage=true^state=2^work_notesLIKElive incident bridge\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,cmdb_ci,outage,state,work_notes,assigned_to,sys_created_on\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: Retrieve ServiceNow incidents for CI 'CRM-Cluster-Prod' where outage=true and state is In Progress; include live incident bridge notes for dependency logs and deliver results to CMDB steward Rohan\n- x: The API call succeeded but returned no incidents.\n\nSummary:\n- status: success\n- incidents returned: 0 (empty list)\n\nIf you expected results, you can try:\n- Broaden or remove filters (time range, state, assignment group, etc.).\n- Confirm the query parameters you passed to the API.\n- Verify your ServiceNow credentials and permissions to ensure the API can read incidents.\n- Check whether you're querying the correct instance/environment.\n- Include closed or resolved incidents if they were excluded by your filters.\n- Re-run the query for a recent timeframe (e.g., last 7 or 30 days).\n\nWould you like me to re-run the query with different filters (e.g., last 7 days, all states, specific assignment group) or help craft a query to fetch incidents?", + "expected_fragments": [ + "cmdb_ci=CRM-Cluster-Prod", + "u_outage=true", + "state=In Progress" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Filter ServiceNow incidents by CI outage", + "idx": 20, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "1fdef373-7c46-441d-b90e-f90cb03adb1c", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "cmdb_ci=CRM-Cluster-Prod^outage=true^state=2^work_notesLIKElive incident bridge", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,cmdb_ci,outage,state,work_notes,assigned_to,sys_created_on", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Retrieve ServiceNow incidents for CI 'CRM-Cluster-Prod' where outage=true and state is In Progress; include live incident bridge notes for dependency logs and deliver results to CMDB steward Rohan", + "x": "The API call succeeded but returned no incidents.\n\nSummary:\n- status: success\n- incidents returned: 0 (empty list)\n\nIf you expected results, you can try:\n- Broaden or remove filters (time range, state, assignment group, etc.).\n- Confirm the query parameters you passed to the API.\n- Verify your ServiceNow credentials and permissions to ensure the API can read incidents.\n- Check whether you're querying the correct instance/environment.\n- Include closed or resolved incidents if they were excluded by your filters.\n- Re-run the query for a recent timeframe (e.g., last 7 or 30 days).\n\nWould you like me to re-run the query with different filters (e.g., last 7 days, all states, specific assignment group) or help craft a query to fetch incidents?" + } + }, + "variables": { + "x_incident_query": "cmdb_ci=CRM-Cluster-Prod^outage=true^state=2^work_notesLIKElive incident bridge", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,cmdb_ci,outage,state,work_notes,assigned_to,sys_created_on", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "Retrieve ServiceNow incidents for CI 'CRM-Cluster-Prod' where outage=true and state is In Progress; include live incident bridge notes for dependency logs and deliver results to CMDB steward Rohan", + "x": "The API call succeeded but returned no incidents.\n\nSummary:\n- status: success\n- incidents returned: 0 (empty list)\n\nIf you expected results, you can try:\n- Broaden or remove filters (time range, state, assignment group, etc.).\n- Confirm the query parameters you passed to the API.\n- Verify your ServiceNow credentials and permissions to ensure the API can read incidents.\n- Check whether you're querying the correct instance/environment.\n- Include closed or resolved incidents if they were excluded by your filters.\n- Re-run the query for a recent timeframe (e.g., last 7 or 30 days).\n\nWould you like me to re-run the query with different filters (e.g., last 7 days, all states, specific assignment group) or help craft a query to fetch incidents?" + }, + "matched_fragments": [ + "cmdb_ci=CRM-Cluster-Prod" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T16:35:18.896681+00:00", + "idx": 21, + "task": "Track Salesforce untouched leads", + "prompt": "You are the Salesforce demand generation analyst converting SDR reminders into clean filters.\n\nCapture the lead status, created date window, and the fields to surface for follow-up.\n\nEcho any referenced nurture workspaces if mentioned.\n\nSDR manager Ivy wants a Salesforce report of leads with Status 'Open - Not Contacted' created between January 1 2024 and January 31 2024 returning company names and phone numbers so she can feed the revive-cadence workspace.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9ADTPMSGASTRJSHAJ9DQ427", + "status": "completed", + "output_text": "Plan:\n1. assign(x_report_name) -> x_report_name\n2. assign(x_reporttype) -> x_reporttype\n3. assign(x_report_filter) -> x_report_filter\n4. assign(x_salesforce_report_depends_on) -> x_salesforce_report_depends_on\n5. assign(x_salesforce_report_api_task) -> x_salesforce_report_api_task\n6. salesforce_create_report_api(x_report_name, x_reporttype, x_report_filter, x_salesforce_report_depends_on, x_salesforce_report_api_task) -> x\n\nExecution Results:\n- x_report_name: Leads Open Not Contacted Jan 2024\n- x_reporttype: LeadList\n- x_report_filter: Status='Open - Not Contacted'; CreatedDateBETWEEN2024-01-01@2024-01-31; Fields=Company,Phone; NurtureWorkspace=revive-cadence\n- x_salesforce_report_depends_on: null\n- x_salesforce_report_api_task: Generate Salesforce report of leads with Status 'Open - Not Contacted' created between 2024-01-01 and 2024-01-31 returning Company and Phone and reference revive-cadence workspace\n- x: {\n \"api\": \"salesforce_create_report_api\",\n \"status\": \"error\",\n \"information_present\": {\n \"error_message\": \"The request body is either invalid or incomplete.\",\n \"error_code\": \"JSON_PARSER_ERROR\",\n \"raw_exception\": \"Error filtering report: [{'message': 'The request body is either invalid or incomplete.', 'errorCode': 'JSON_PARSER_ERROR'}]\"\n },\n \"suggested_action\": \"Validate and correct the request body JSON sent to the API (ensure required fields and correct JSON structure), then retry the request.\"\n}", + "expected_fragments": [ + "Status = Open - Not Contacted", + "CreatedDate >= January 1 2024", + "CreatedDate <= January 31 2024", + "Fields: Company, Phone" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Track Salesforce untouched leads", + "idx": 21, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "158d1f09-e671-470b-b4e2-9c27bef0f9bb", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_report_name" + ], + "result_variable": "x_report_name" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_reporttype" + ], + "result_variable": "x_reporttype" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_report_filter" + ], + "result_variable": "x_report_filter" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_salesforce_report_depends_on" + ], + "result_variable": "x_salesforce_report_depends_on" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_salesforce_report_api_task" + ], + "result_variable": "x_salesforce_report_api_task" + }, + { + "step_number": 6, + "api_name": "salesforce_create_report_api", + "parameters": [ + "x_report_name", + "x_reporttype", + "x_report_filter", + "x_salesforce_report_depends_on", + "x_salesforce_report_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 6, + "variables": { + "x_report_name": "Leads Open Not Contacted Jan 2024", + "x_reporttype": "LeadList", + "x_report_filter": "Status='Open - Not Contacted'; CreatedDateBETWEEN2024-01-01@2024-01-31; Fields=Company,Phone; NurtureWorkspace=revive-cadence", + "x_salesforce_report_depends_on": "null", + "x_salesforce_report_api_task": "Generate Salesforce report of leads with Status 'Open - Not Contacted' created between 2024-01-01 and 2024-01-31 returning Company and Phone and reference revive-cadence workspace", + "x": "{\n \"api\": \"salesforce_create_report_api\",\n \"status\": \"error\",\n \"information_present\": {\n \"error_message\": \"The request body is either invalid or incomplete.\",\n \"error_code\": \"JSON_PARSER_ERROR\",\n \"raw_exception\": \"Error filtering report: [{'message': 'The request body is either invalid or incomplete.', 'errorCode': 'JSON_PARSER_ERROR'}]\"\n },\n \"suggested_action\": \"Validate and correct the request body JSON sent to the API (ensure required fields and correct JSON structure), then retry the request.\"\n}" + } + }, + "variables": { + "x_report_name": "Leads Open Not Contacted Jan 2024", + "x_reporttype": "LeadList", + "x_report_filter": "Status='Open - Not Contacted'; CreatedDateBETWEEN2024-01-01@2024-01-31; Fields=Company,Phone; NurtureWorkspace=revive-cadence", + "x_salesforce_report_depends_on": "null", + "x_salesforce_report_api_task": "Generate Salesforce report of leads with Status 'Open - Not Contacted' created between 2024-01-01 and 2024-01-31 returning Company and Phone and reference revive-cadence workspace", + "x": "{\n \"api\": \"salesforce_create_report_api\",\n \"status\": \"error\",\n \"information_present\": {\n \"error_message\": \"The request body is either invalid or incomplete.\",\n \"error_code\": \"JSON_PARSER_ERROR\",\n \"raw_exception\": \"Error filtering report: [{'message': 'The request body is either invalid or incomplete.', 'errorCode': 'JSON_PARSER_ERROR'}]\"\n },\n \"suggested_action\": \"Validate and correct the request body JSON sent to the API (ensure required fields and correct JSON structure), then retry the request.\"\n}" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T16:36:36.429914+00:00", + "idx": 22, + "task": "List ServiceNow incidents opened today", + "prompt": "You are the ServiceNow operations bridge lead translating shift handoff notes into fast backlog scans.\n\nDocument the assignment group, opened date filter, and ordering requested.\n\nInclude mention of dependency dashboards if stakeholders cite them.\n\nShift commander Leo needs a ServiceNow incident query for assignment group 'Security Response' where sys_created_on is today ordered by DESC sys_created_on to prepare the dawn threat brief, referencing the SOC timeline dashboard.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9ADYZ3SPE2KP3F0AGK36EDT", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: assignment_groupLIKESecurity Response^sys_created_onBETWEEN2025-11-05@2025-11-05\n- x_incident_query_aggregate: null\n- x_incident_query_sort: sys_created_onDESC\n- x_incident_query_limit: null\n- x_incident_query_fields: number,short_description,priority,state,assignment_group,sys_created_on\n- x_servicenow_incident_query_depends_on: SOC timeline dashboard\n- x_servicenow_incident_query_api_task: Prepare dawn threat brief for Shift Commander Leo: fetch today's incidents for assignment group 'Security Response' ordered by newest first, referencing SOC timeline dashboard\n- x: The API call succeeded but returned no incidents (incidents: 0).\n\nPossible reasons\n- There are genuinely no incidents matching the query/filters or timeframe.\n- Query parameters (assignment group, state, date range, etc.) are too restrictive.\n- Permission or instance-connection issues prevented results (though status shows success).\n\nSuggested next steps\n- Confirm or relax any filters (time range, state, assignment group, priority).\n- Re-run the query with explicit parameters (tell me which filters to use).\n- If you want to create an incident instead, provide the details and I can prepare a create request.\n- If you suspect an access/connection problem, verify credentials and instance URL and try again.\n\nWhat would you like me to do next?\n- Re-run search with different filters (please specify),\n- Create a new incident (provide short description, priority, assignment group, etc.),\n- Or check instance/connection details.", + "expected_fragments": [ + "assignment_group=Security Response", + "sys_created_on = TODAY", + "ORDERBYDESC sys_created_on" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "List ServiceNow incidents opened today", + "idx": 22, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "eec9ee32-a42e-4712-8972-fd4b5b127be9", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "assignment_groupLIKESecurity Response^sys_created_onBETWEEN2025-11-05@2025-11-05", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "sys_created_onDESC", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,assignment_group,sys_created_on", + "x_servicenow_incident_query_depends_on": "SOC timeline dashboard", + "x_servicenow_incident_query_api_task": "Prepare dawn threat brief for Shift Commander Leo: fetch today's incidents for assignment group 'Security Response' ordered by newest first, referencing SOC timeline dashboard", + "x": "The API call succeeded but returned no incidents (incidents: 0).\n\nPossible reasons\n- There are genuinely no incidents matching the query/filters or timeframe.\n- Query parameters (assignment group, state, date range, etc.) are too restrictive.\n- Permission or instance-connection issues prevented results (though status shows success).\n\nSuggested next steps\n- Confirm or relax any filters (time range, state, assignment group, priority).\n- Re-run the query with explicit parameters (tell me which filters to use).\n- If you want to create an incident instead, provide the details and I can prepare a create request.\n- If you suspect an access/connection problem, verify credentials and instance URL and try again.\n\nWhat would you like me to do next?\n- Re-run search with different filters (please specify),\n- Create a new incident (provide short description, priority, assignment group, etc.),\n- Or check instance/connection details." + } + }, + "variables": { + "x_incident_query": "assignment_groupLIKESecurity Response^sys_created_onBETWEEN2025-11-05@2025-11-05", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "sys_created_onDESC", + "x_incident_query_limit": "null", + "x_incident_query_fields": "number,short_description,priority,state,assignment_group,sys_created_on", + "x_servicenow_incident_query_depends_on": "SOC timeline dashboard", + "x_servicenow_incident_query_api_task": "Prepare dawn threat brief for Shift Commander Leo: fetch today's incidents for assignment group 'Security Response' ordered by newest first, referencing SOC timeline dashboard", + "x": "The API call succeeded but returned no incidents (incidents: 0).\n\nPossible reasons\n- There are genuinely no incidents matching the query/filters or timeframe.\n- Query parameters (assignment group, state, date range, etc.) are too restrictive.\n- Permission or instance-connection issues prevented results (though status shows success).\n\nSuggested next steps\n- Confirm or relax any filters (time range, state, assignment group, priority).\n- Re-run the query with explicit parameters (tell me which filters to use).\n- If you want to create an incident instead, provide the details and I can prepare a create request.\n- If you suspect an access/connection problem, verify credentials and instance URL and try again.\n\nWhat would you like me to do next?\n- Re-run search with different filters (please specify),\n- Create a new incident (provide short description, priority, assignment group, etc.),\n- Or check instance/connection details." + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T16:37:42.121314+00:00", + "idx": 23, + "task": "Identify Salesforce opportunities awaiting legal", + "prompt": "You are the Salesforce deal desk partner translating legal review requests into precise filters.\n\nCapture the opportunity stage, approval status, and close date window to review.\n\nInclude dependency trackers if stakeholders reference them.\n\nCommercial counsel Darius wants Salesforce opportunities in Stage 'Contract Negotiation' with Legal_Status__c 'Pending' and CloseDate within the next 45 days for the weekly legal queue, aligned with the redlines tracker.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AE1ATPBMMGA7MKFV4S1C1G", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Opportunities with StageName = 'Contract Negotiation', Legal_Status__c = 'Pending', and CloseDate within the next 45 days. Capture opportunity stage, approval status (Legal_Status__c), CloseDate window, and relevant identifiers (Id, Name, Owner, Account). Align results for the weekly legal queue and reference the redlines tracker.\n- x_salesforce_query_depends_on: redlines_tracker\n- x_salesforce_query_api_task: Query Opportunities matching StageName 'Contract Negotiation' AND Legal_Status__c 'Pending' with CloseDate >= TODAY and <= NEXT_N_DAYS:45. Return Id, Name, StageName, Legal_Status__c, CloseDate, OwnerId, AccountId for integration into the weekly legal queue and synchronization with the redlines tracker.\n- x: None", + "expected_fragments": [ + "StageName = Contract Negotiation", + "Legal_Status__c = Pending", + "CloseDate = NEXT 45 DAYS" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Identify Salesforce opportunities awaiting legal", + "idx": 23, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "1fb72194-edbc-45c2-a0c6-44ee642b4fc8", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Opportunities with StageName = 'Contract Negotiation', Legal_Status__c = 'Pending', and CloseDate within the next 45 days. Capture opportunity stage, approval status (Legal_Status__c), CloseDate window, and relevant identifiers (Id, Name, Owner, Account). Align results for the weekly legal queue and reference the redlines tracker.", + "x_salesforce_query_depends_on": "redlines_tracker", + "x_salesforce_query_api_task": "Query Opportunities matching StageName 'Contract Negotiation' AND Legal_Status__c 'Pending' with CloseDate >= TODAY and <= NEXT_N_DAYS:45. Return Id, Name, StageName, Legal_Status__c, CloseDate, OwnerId, AccountId for integration into the weekly legal queue and synchronization with the redlines tracker.", + "x": "None" + } + }, + "variables": { + "x_salesforce_query_info": "Opportunities with StageName = 'Contract Negotiation', Legal_Status__c = 'Pending', and CloseDate within the next 45 days. Capture opportunity stage, approval status (Legal_Status__c), CloseDate window, and relevant identifiers (Id, Name, Owner, Account). Align results for the weekly legal queue and reference the redlines tracker.", + "x_salesforce_query_depends_on": "redlines_tracker", + "x_salesforce_query_api_task": "Query Opportunities matching StageName 'Contract Negotiation' AND Legal_Status__c 'Pending' with CloseDate >= TODAY and <= NEXT_N_DAYS:45. Return Id, Name, StageName, Legal_Status__c, CloseDate, OwnerId, AccountId for integration into the weekly legal queue and synchronization with the redlines tracker.", + "x": "None" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T16:38:57.343607+00:00", + "idx": 24, + "task": "Filter ServiceNow change tasks for rollback", + "prompt": "You are the ServiceNow release control analyst turning CAB follow-ups into change task filters.\n\nRecord the change task state, type keyword, and related change assignment group.\n\nLog any referenced change calendars if provided.\n\nRelease captain Jen needs ServiceNow change tasks containing 'Rollback Validation' in the short description with state 'Work in Progress' tied to change assignment group 'Platform Reliability' so she can prep the freeze board, referencing the release week calendar.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AE3AZJ0P3T3DN8P7JZCHB5", + "status": "completed", + "output_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: short_descriptionLIKERollback Validation^stateLIKEWork in Progress^assignment_groupLIKEPlatform Reliability^calendarLIKERElease week calendar\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Find change tasks with 'Rollback Validation' in short description, state 'Work in Progress', assigned to 'Platform Reliability', and log any referenced 'release week' calendars for Release Captain Jen to prep the freeze board\n- x: null", + "expected_fragments": [ + "short_descriptionLIKERollback Validation", + "state=Work in Progress", + "assignment_group=Platform Reliability" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Filter ServiceNow change tasks for rollback", + "idx": 24, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "4d929ba7-45c4-49e1-93bb-ae3c3115e753", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_change_request_query" + ], + "result_variable": "x_change_request_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_depends_on" + ], + "result_variable": "x_servicenow_change_request_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x_servicenow_change_request_query_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_get_change_request_api", + "parameters": [ + "x_change_request_query", + "x_servicenow_change_request_query_depends_on", + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_change_request_query": "short_descriptionLIKERollback Validation^stateLIKEWork in Progress^assignment_groupLIKEPlatform Reliability^calendarLIKERElease week calendar", + "x_servicenow_change_request_query_depends_on": "null", + "x_servicenow_change_request_query_api_task": "Find change tasks with 'Rollback Validation' in short description, state 'Work in Progress', assigned to 'Platform Reliability', and log any referenced 'release week' calendars for Release Captain Jen to prep the freeze board", + "x": "null" + } + }, + "variables": { + "x_change_request_query": "short_descriptionLIKERollback Validation^stateLIKEWork in Progress^assignment_groupLIKEPlatform Reliability^calendarLIKERElease week calendar", + "x_servicenow_change_request_query_depends_on": "null", + "x_servicenow_change_request_query_api_task": "Find change tasks with 'Rollback Validation' in short description, state 'Work in Progress', assigned to 'Platform Reliability', and log any referenced 'release week' calendars for Release Captain Jen to prep the freeze board", + "x": "null" + }, + "matched_fragments": [ + "short_descriptionLIKERollback Validation" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T16:43:12.045624+00:00", + "idx": 25, + "task": "Retrieve Salesforce cases missing escalation reason", + "prompt": "You are the Salesforce escalation desk specialist translating quality audits into actionable queue filters.\n\nCapture the case priority, escalation flag, and fields to return for cleanup.\n\nInclude dependency scorecards if they are cited.\n\nEscalations lead Naveen wants Salesforce cases where Priority is 'High', Escalated__c is true, and Escalation_Reason__c is blank returning case number and owner email for the daily quality audit synced to the escalation scorecard.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AE5ME94EZA69DHV8VB8CWG", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Case records where Priority = 'High', Escalated__c = true, and Escalation_Reason__c is blank/null. Return CaseNumber and Owner.Email for the daily quality audit; include dependency on the escalation scorecard as cited.\n- x_salesforce_query_depends_on: escalation_scorecard\n- x_salesforce_query_api_task: Query Case objects with Priority='High' AND Escalated__c = true AND (Escalation_Reason__c = null OR Escalation_Reason__c = ''). Return CaseNumber and Owner.Email and prepare results for the daily quality audit synced to the escalation scorecard.\n- x: null", + "expected_fragments": [ + "Priority = High", + "Escalated__c = true", + "Escalation_Reason__c = NULL", + "Fields: CaseNumber, Owner.Email" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Retrieve Salesforce cases missing escalation reason", + "idx": 25, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "845626d4-3c8b-492e-84b4-222c96b2e572", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Retrieve Case records where Priority = 'High', Escalated__c = true, and Escalation_Reason__c is blank/null. Return CaseNumber and Owner.Email for the daily quality audit; include dependency on the escalation scorecard as cited.", + "x_salesforce_query_depends_on": "escalation_scorecard", + "x_salesforce_query_api_task": "Query Case objects with Priority='High' AND Escalated__c = true AND (Escalation_Reason__c = null OR Escalation_Reason__c = ''). Return CaseNumber and Owner.Email and prepare results for the daily quality audit synced to the escalation scorecard.", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Retrieve Case records where Priority = 'High', Escalated__c = true, and Escalation_Reason__c is blank/null. Return CaseNumber and Owner.Email for the daily quality audit; include dependency on the escalation scorecard as cited.", + "x_salesforce_query_depends_on": "escalation_scorecard", + "x_salesforce_query_api_task": "Query Case objects with Priority='High' AND Escalated__c = true AND (Escalation_Reason__c = null OR Escalation_Reason__c = ''). Return CaseNumber and Owner.Email and prepare results for the daily quality audit synced to the escalation scorecard.", + "x": "null" + }, + "matched_fragments": [ + "Escalated__c = true", + "Escalation_Reason__c = NULL" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T16:44:30.643762+00:00", + "idx": 26, + "task": "Spot ServiceNow knowledge articles needing review", + "prompt": "You are the ServiceNow knowledge lifecycle owner translating editorial nudges into precise article queues.\n\nRecord the knowledge base, review state flag, and ownership metadata requested.\n\nInclude dependency spreadsheets if noted.\n\nEditorial lead Mina wants ServiceNow knowledge articles in knowledge base 'Employee Support' with state 'Draft' where Review_Required=true listing article numbers and assigned editors to sync with the quarterly editorial spreadsheet.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AEDD5P12PG2GSM646V32Q4", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: kb_knowledge_baseLIKEEmployee Support^workflow_state=Draft^Review_Required=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: article_number,assigned_editor,review_required,knowledge_owner,dependency_spreadsheet\n- x_servicenow_incident_query_depends_on: null\n- x_servicenow_incident_query_api_task: List knowledge articles in 'Employee Support' with state 'Draft' and Review_Required=true; return article numbers and assigned editors and include any noted dependency spreadsheets for syncing with the quarterly editorial spreadsheet (requested by editorial lead Mina)\n- x: {\n \"status\": \"success\",\n \"summary\": \"The API returned a list of incidents, but each incident object is empty (no fields/details were returned).\",\n \"totalIncidents\": 100,\n \"incidentDetailsAvailable\": false,\n \"nextSteps\": [\n \"Confirm the ServiceNow query parameters or API call options to request specific fields (e.g., number, short_description, state, priority, sys_id).\",\n \"Ensure the API user has permission to read incident fields; missing permissions can result in empty objects.\",\n \"If you expect detailed records, re-run the call with a fields parameter (for example: ?sysparm_fields=number,short_description,state,priority,sys_id) or remove any restrictive sysparm_query filters.\",\n \"If you want, I can generate a corrected API request for fetching key incident fields or filter the incidents by state/priority.\"\n ],\n \"note\": \"I observed that each incident entry in the response array is an empty object ({}). If you want, tell me which fields you need and I will prepare the appropriate ServiceNow API request.\"\n}", + "expected_fragments": [ + "kb_knowledge.kb_knowledge_base=Employee Support", + "workflow_state=Draft", + "Review_Required=true", + "Fields: Number, Assigned_To" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Spot ServiceNow knowledge articles needing review", + "idx": 26, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "2cc44334-3b33-4b8e-a3c8-71d1a92213ab", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "kb_knowledge_baseLIKEEmployee Support^workflow_state=Draft^Review_Required=true", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "article_number,assigned_editor,review_required,knowledge_owner,dependency_spreadsheet", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "List knowledge articles in 'Employee Support' with state 'Draft' and Review_Required=true; return article numbers and assigned editors and include any noted dependency spreadsheets for syncing with the quarterly editorial spreadsheet (requested by editorial lead Mina)", + "x": "{\n \"status\": \"success\",\n \"summary\": \"The API returned a list of incidents, but each incident object is empty (no fields/details were returned).\",\n \"totalIncidents\": 100,\n \"incidentDetailsAvailable\": false,\n \"nextSteps\": [\n \"Confirm the ServiceNow query parameters or API call options to request specific fields (e.g., number, short_description, state, priority, sys_id).\",\n \"Ensure the API user has permission to read incident fields; missing permissions can result in empty objects.\",\n \"If you expect detailed records, re-run the call with a fields parameter (for example: ?sysparm_fields=number,short_description,state,priority,sys_id) or remove any restrictive sysparm_query filters.\",\n \"If you want, I can generate a corrected API request for fetching key incident fields or filter the incidents by state/priority.\"\n ],\n \"note\": \"I observed that each incident entry in the response array is an empty object ({}). If you want, tell me which fields you need and I will prepare the appropriate ServiceNow API request.\"\n}" + } + }, + "variables": { + "x_incident_query": "kb_knowledge_baseLIKEEmployee Support^workflow_state=Draft^Review_Required=true", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "article_number,assigned_editor,review_required,knowledge_owner,dependency_spreadsheet", + "x_servicenow_incident_query_depends_on": "null", + "x_servicenow_incident_query_api_task": "List knowledge articles in 'Employee Support' with state 'Draft' and Review_Required=true; return article numbers and assigned editors and include any noted dependency spreadsheets for syncing with the quarterly editorial spreadsheet (requested by editorial lead Mina)", + "x": "{\n \"status\": \"success\",\n \"summary\": \"The API returned a list of incidents, but each incident object is empty (no fields/details were returned).\",\n \"totalIncidents\": 100,\n \"incidentDetailsAvailable\": false,\n \"nextSteps\": [\n \"Confirm the ServiceNow query parameters or API call options to request specific fields (e.g., number, short_description, state, priority, sys_id).\",\n \"Ensure the API user has permission to read incident fields; missing permissions can result in empty objects.\",\n \"If you expect detailed records, re-run the call with a fields parameter (for example: ?sysparm_fields=number,short_description,state,priority,sys_id) or remove any restrictive sysparm_query filters.\",\n \"If you want, I can generate a corrected API request for fetching key incident fields or filter the incidents by state/priority.\"\n ],\n \"note\": \"I observed that each incident entry in the response array is an empty object ({}). If you want, tell me which fields you need and I will prepare the appropriate ServiceNow API request.\"\n}" + }, + "matched_fragments": [ + "workflow_state=Draft", + "Review_Required=true" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T16:45:34.594562+00:00", + "idx": 27, + "task": "Catalog Salesforce products pending price update", + "prompt": "You are the Salesforce pricing operations analyst translating merchandising messages into product queries.\n\nCapture the product family, status filter, and custom flag indicating pending price updates.\n\nMention dependency pricebook exports if referenced.\n\nPricing director Liza requests Salesforce products in ProductFamily 'Outdoor Essentials' where Status='Active' and Pending_Price_Update__c=true so she can reconcile the global pricebook refresh export.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AEFSXXQJ162VXWNESY8ND2", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce products in ProductFamily 'Outdoor Essentials' where Status='Active' and Pending_Price_Update__c=true to reconcile with the global pricebook refresh export.\n- x_salesforce_query_depends_on: pricebook_export\n- x_salesforce_query_api_task: Query Product2 records filtered by ProductFamily='Outdoor Essentials', Status='Active', Pending_Price_Update__c=true for pricing reconciliation with the pricebook export\n- x: None", + "expected_fragments": [ + "ProductFamily = Outdoor Essentials", + "Status = Active", + "Pending_Price_Update__c = true" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Catalog Salesforce products pending price update", + "idx": 27, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "36f41757-5cb5-4adc-8f77-124fd58f97cb", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Retrieve Salesforce products in ProductFamily 'Outdoor Essentials' where Status='Active' and Pending_Price_Update__c=true to reconcile with the global pricebook refresh export.", + "x_salesforce_query_depends_on": "pricebook_export", + "x_salesforce_query_api_task": "Query Product2 records filtered by ProductFamily='Outdoor Essentials', Status='Active', Pending_Price_Update__c=true for pricing reconciliation with the pricebook export", + "x": "None" + } + }, + "variables": { + "x_salesforce_query_info": "Retrieve Salesforce products in ProductFamily 'Outdoor Essentials' where Status='Active' and Pending_Price_Update__c=true to reconcile with the global pricebook refresh export.", + "x_salesforce_query_depends_on": "pricebook_export", + "x_salesforce_query_api_task": "Query Product2 records filtered by ProductFamily='Outdoor Essentials', Status='Active', Pending_Price_Update__c=true for pricing reconciliation with the pricebook export", + "x": "None" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T16:46:50.635404+00:00", + "idx": 28, + "task": "Audit ServiceNow problems awaiting RCA", + "prompt": "You are the ServiceNow problem governance lead translating reliability cadences into backlog filters.\n\nDocument the problem state, assigned group, and days since creation filter.\n\nInclude dependency review documents if cited.\n\nReliability chair Omar wants ServiceNow problem records with state 'Known Error', assignment group 'Core Services RCA', and days_since_created>21 so he can update the monthly RCA board referencing the reliability playbook.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AEHRCBSPYXTBYA6MAC0G2Z", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: stateLIKEKnown Error^assignment_groupLIKECore Services RCA^sys_created_on21" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Audit ServiceNow problems awaiting RCA", + "idx": 28, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "0466e4fd-3447-4263-abec-9ff4b54b5780", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "stateLIKEKnown Error^assignment_groupLIKECore Services RCA^sys_created_on x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: state=Pending Approval^approval=requested^sys_created_on x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Capture contacts with Persona__c = 'Procurement Champion' and Region__c = 'EMEA'; export contact name and LinkedIn_URL__c for use in the ABM journey board for Growth strategist Harper.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Contacts where Persona__c = 'Procurement Champion' AND Region__c = 'EMEA'; return contact name and LinkedIn_URL__c and prepare results for the ABM journey board for Harper.\n- x: None", + "expected_fragments": [ + "Persona__c = Procurement Champion", + "Region__c = EMEA", + "Fields: Name, LinkedIn_URL__c" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Segment Salesforce contacts by persona", + "idx": 31, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "a03bc654-aa7d-4cb6-8ae0-6d0bd4cb2981", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Capture contacts with Persona__c = 'Procurement Champion' and Region__c = 'EMEA'; export contact name and LinkedIn_URL__c for use in the ABM journey board for Growth strategist Harper.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Contacts where Persona__c = 'Procurement Champion' AND Region__c = 'EMEA'; return contact name and LinkedIn_URL__c and prepare results for the ABM journey board for Harper.", + "x": "None" + } + }, + "variables": { + "x_salesforce_query_info": "Capture contacts with Persona__c = 'Procurement Champion' and Region__c = 'EMEA'; export contact name and LinkedIn_URL__c for use in the ABM journey board for Growth strategist Harper.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Contacts where Persona__c = 'Procurement Champion' AND Region__c = 'EMEA'; return contact name and LinkedIn_URL__c and prepare results for the ABM journey board for Harper.", + "x": "None" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T16:50:39.862689+00:00", + "idx": 32, + "task": "Find ServiceNow incidents with stale work notes", + "prompt": "You are the ServiceNow incident hygiene auditor turning health checks into actionable filters.\n\nDocument the assignment group, active state, and last updated threshold for work notes.\n\nCapture dependency hygiene trackers if mentioned.\n\nIncident QA lead Tessa wants ServiceNow incidents assigned to 'Digital Commerce Support' with state 'In Progress' where u_last_work_note_update older than 4 days referencing the hygiene tracker.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AES5G34FCCPW6ZBAH5GG9Z", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: assignment_groupLIKEDigital Commerce Support^state=2^active=true^u_last_work_note_update x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Account object filters: Tier__c = 'Growth'; BillingCountry = 'Canada'; Industry is blank/NULL. Purpose: supply records for enrichment export for Data Governance lead Pilar.\n- x_salesforce_query_depends_on: enrichment_exports\n- x_salesforce_query_api_task: Query Account where Tier__c = 'Growth' AND BillingCountry = 'Canada' AND Industry = NULL. Return Account.Id, Account.Name, Tier__c, BillingCountry, Industry, Owner.Name and any enrichment-export-specific fields.\n- x: None", + "expected_fragments": [ + "Tier__c = Growth", + "BillingCountry = Canada", + "Industry = NULL" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Flag Salesforce accounts missing industry", + "idx": 33, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "0cacc29d-6811-47f4-863b-4205845878e9", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Account object filters: Tier__c = 'Growth'; BillingCountry = 'Canada'; Industry is blank/NULL. Purpose: supply records for enrichment export for Data Governance lead Pilar.", + "x_salesforce_query_depends_on": "enrichment_exports", + "x_salesforce_query_api_task": "Query Account where Tier__c = 'Growth' AND BillingCountry = 'Canada' AND Industry = NULL. Return Account.Id, Account.Name, Tier__c, BillingCountry, Industry, Owner.Name and any enrichment-export-specific fields.", + "x": "None" + } + }, + "variables": { + "x_salesforce_query_info": "Account object filters: Tier__c = 'Growth'; BillingCountry = 'Canada'; Industry is blank/NULL. Purpose: supply records for enrichment export for Data Governance lead Pilar.", + "x_salesforce_query_depends_on": "enrichment_exports", + "x_salesforce_query_api_task": "Query Account where Tier__c = 'Growth' AND BillingCountry = 'Canada' AND Industry = NULL. Return Account.Id, Account.Name, Tier__c, BillingCountry, Industry, Owner.Name and any enrichment-export-specific fields.", + "x": "None" + }, + "matched_fragments": [ + "Industry = NULL" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T16:53:20.420070+00:00", + "idx": 34, + "task": "Surface ServiceNow releases awaiting CAB", + "prompt": "You are the ServiceNow release planner translating deployment calendars into actionable release queries.\n\nDocument the release status, scheduled start window, and owner group focus.\n\nInclude dependency CAB agendas if mentioned.\n\nDeployment manager Quinn wants ServiceNow releases with status 'Scheduled' where Scheduled_start within next 14 days and owner group 'Platform Engineering' to prep the CAB agenda export.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AEXVC702N0FDABBVP5ZP6F", + "status": "completed", + "output_text": "Plan:\n1. assign(x_change_request_query) -> x_change_request_query\n2. assign(x_servicenow_change_request_query_depends_on) -> x_servicenow_change_request_query_depends_on\n3. assign(x_servicenow_change_request_query_api_task) -> x_servicenow_change_request_query_api_task\n4. service_now_get_change_request_api(x_change_request_query, x_servicenow_change_request_query_depends_on, x_servicenow_change_request_query_api_task) -> x\n\nExecution Results:\n- x_change_request_query: state=4^start_dateBETWEEN2025-11-05@2025-11-19^assignment_groupLIKEPlatform Engineering^requested_byLIKEQuinn\n- x_servicenow_change_request_query_depends_on: null\n- x_servicenow_change_request_query_api_task: Fetch ServiceNow change requests with state 'Scheduled' (state=4), scheduled start between 2025-11-05 and 2025-11-19, owner group 'Platform Engineering', requested by Quinn; return fields number, short_description, state, start_date, assignment_group, requested_by, dependencies, cab_agenda for CAB agenda prep.\n- x: null", + "expected_fragments": [ + "status=Scheduled", + "Scheduled_start = NEXT 14 DAYS", + "owner_group=Platform Engineering" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Surface ServiceNow releases awaiting CAB", + "idx": 34, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "e4ca4a2b-90f6-418e-9571-fcd6d6eff612", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_change_request_query" + ], + "result_variable": "x_change_request_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_depends_on" + ], + "result_variable": "x_servicenow_change_request_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x_servicenow_change_request_query_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_get_change_request_api", + "parameters": [ + "x_change_request_query", + "x_servicenow_change_request_query_depends_on", + "x_servicenow_change_request_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_change_request_query": "state=4^start_dateBETWEEN2025-11-05@2025-11-19^assignment_groupLIKEPlatform Engineering^requested_byLIKEQuinn", + "x_servicenow_change_request_query_depends_on": "null", + "x_servicenow_change_request_query_api_task": "Fetch ServiceNow change requests with state 'Scheduled' (state=4), scheduled start between 2025-11-05 and 2025-11-19, owner group 'Platform Engineering', requested by Quinn; return fields number, short_description, state, start_date, assignment_group, requested_by, dependencies, cab_agenda for CAB agenda prep.", + "x": "null" + } + }, + "variables": { + "x_change_request_query": "state=4^start_dateBETWEEN2025-11-05@2025-11-19^assignment_groupLIKEPlatform Engineering^requested_byLIKEQuinn", + "x_servicenow_change_request_query_depends_on": "null", + "x_servicenow_change_request_query_api_task": "Fetch ServiceNow change requests with state 'Scheduled' (state=4), scheduled start between 2025-11-05 and 2025-11-19, owner group 'Platform Engineering', requested by Quinn; return fields number, short_description, state, start_date, assignment_group, requested_by, dependencies, cab_agenda for CAB agenda prep.", + "x": "null" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T16:55:00.352929+00:00", + "idx": 35, + "task": "Compile Salesforce pipeline by partner", + "prompt": "You are the Salesforce partner operations analyst turning alliance briefings into opportunity slices.\n\nCapture the partner account filter, stage cohort, and fields to return.\n\nReference partner dashboards when cited.\n\nAlliance director Sofia wants Salesforce opportunities where Partner_Account__c = 'Nimbus Systems' and StageName IN ('Proposal/Price Quote','Negotiation/Review') returning Opportunity Name and Amount for the partner scorecard.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AEZZ9CAH8RYQR0KPAP97CQ", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Filter opportunities where Partner_Account__c = 'Nimbus Systems' and StageName IN ('Proposal/Price Quote', 'Negotiation/Review'), returning Opportunity Name and Amount for the partner scorecard; reference partner dashboards where applicable.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Query Opportunity records with Partner_Account__c = 'Nimbus Systems' and StageName IN ('Proposal/Price Quote','Negotiation/Review'), returning Opportunity.Name and Opportunity.Amount for the partner scorecard.\n- x: None", + "expected_fragments": [ + "Partner_Account__c = Nimbus Systems", + "StageName IN (Proposal/Price Quote, Negotiation/Review)", + "Fields: Name, Amount" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Compile Salesforce pipeline by partner", + "idx": 35, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "b9b12f1f-bd66-4db5-995a-534bb9529d42", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Filter opportunities where Partner_Account__c = 'Nimbus Systems' and StageName IN ('Proposal/Price Quote', 'Negotiation/Review'), returning Opportunity Name and Amount for the partner scorecard; reference partner dashboards where applicable.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Opportunity records with Partner_Account__c = 'Nimbus Systems' and StageName IN ('Proposal/Price Quote','Negotiation/Review'), returning Opportunity.Name and Opportunity.Amount for the partner scorecard.", + "x": "None" + } + }, + "variables": { + "x_salesforce_query_info": "Filter opportunities where Partner_Account__c = 'Nimbus Systems' and StageName IN ('Proposal/Price Quote', 'Negotiation/Review'), returning Opportunity Name and Amount for the partner scorecard; reference partner dashboards where applicable.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Query Opportunity records with Partner_Account__c = 'Nimbus Systems' and StageName IN ('Proposal/Price Quote','Negotiation/Review'), returning Opportunity.Name and Opportunity.Amount for the partner scorecard.", + "x": "None" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T16:56:17.152099+00:00", + "idx": 36, + "task": "Query ServiceNow maintenance windows by site", + "prompt": "You are the ServiceNow facilities maintenance coordinator translating property schedules into CMDB maintenance filters.\n\nRecord the location, maintenance state, and upcoming window threshold.\n\nInclude dependency site schedules if referenced.\n\nFacilities planner Aaliyah needs ServiceNow maintenance windows for location 'AMS-Data-Hall-2' where state='Planned' and window_start within the next 10 days to sync with the site schedule workbook.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AF30W9M81QN6H7R763BVNB", + "status": "completed", + "output_text": "Plan:\n1. assign(x_asset_query) -> x_asset_query\n2. assign(x_servicenow_asset_query_depends_on) -> x_servicenow_asset_query_depends_on\n3. assign(x_servicenow_asset_query_api_task) -> x_servicenow_asset_query_api_task\n4. service_now_query_general_assets_api(x_asset_query, x_servicenow_asset_query_depends_on, x_servicenow_asset_query_api_task) -> x\n\nExecution Results:\n- x_asset_query: locationLIKEAMS-Data-Hall-2^state=Planned^window_startBETWEEN2025-11-05@2025-11-15\n- x_servicenow_asset_query_depends_on: null\n- x_servicenow_asset_query_api_task: Retrieve ServiceNow maintenance windows for location 'AMS-Data-Hall-2' where state=Planned and window_start is within the next 10 days; include dependency site schedules if referenced for facilities planner Aaliyah to sync with the site schedule workbook.\n- x: null", + "expected_fragments": [ + "location=AMS-Data-Hall-2", + "state=Planned", + "window_start = NEXT 10 DAYS" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Query ServiceNow maintenance windows by site", + "idx": 36, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "41f5de47-fcee-4694-acd3-2ea7415a92ae", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_asset_query" + ], + "result_variable": "x_asset_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_servicenow_asset_query_depends_on" + ], + "result_variable": "x_servicenow_asset_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_servicenow_asset_query_api_task" + ], + "result_variable": "x_servicenow_asset_query_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_query_general_assets_api", + "parameters": [ + "x_asset_query", + "x_servicenow_asset_query_depends_on", + "x_servicenow_asset_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_asset_query": "locationLIKEAMS-Data-Hall-2^state=Planned^window_startBETWEEN2025-11-05@2025-11-15", + "x_servicenow_asset_query_depends_on": "null", + "x_servicenow_asset_query_api_task": "Retrieve ServiceNow maintenance windows for location 'AMS-Data-Hall-2' where state=Planned and window_start is within the next 10 days; include dependency site schedules if referenced for facilities planner Aaliyah to sync with the site schedule workbook.", + "x": "null" + } + }, + "variables": { + "x_asset_query": "locationLIKEAMS-Data-Hall-2^state=Planned^window_startBETWEEN2025-11-05@2025-11-15", + "x_servicenow_asset_query_depends_on": "null", + "x_servicenow_asset_query_api_task": "Retrieve ServiceNow maintenance windows for location 'AMS-Data-Hall-2' where state=Planned and window_start is within the next 10 days; include dependency site schedules if referenced for facilities planner Aaliyah to sync with the site schedule workbook.", + "x": "null" + }, + "matched_fragments": [ + "state=Planned" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T17:00:54.348227+00:00", + "idx": 37, + "task": "List Salesforce events requiring room setup", + "prompt": "You are the Salesforce field marketing logistics coordinator translating roadshow briefs into event filters.\n\nCapture the event type, start date window, and custom logistics flag.\n\nNote dependency planning sheets if mentioned.\n\nEvent lead Marco needs Salesforce events of Type 'Roadshow' starting between May 1 2024 and May 31 2024 where Logistics_Checklist_Complete__c=false to prep the venue setup sheet.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AF5BW9W23HQZ0HR51DFXWX", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Retrieve Salesforce events of Type 'Roadshow' with StartDateTime between 2024-05-01 and 2024-05-31 where Logistics_Checklist_Complete__c=false and Event Lead = 'Marco'. Return fields: Id, Subject, StartDateTime, EndDateTime, Location, OwnerId, Logistics_Checklist_Complete__c.\n- x_salesforce_query_depends_on: null\n- x_salesforce_query_api_task: Find Roadshow events led by Marco in May 2024 with incomplete logistics checklist to prepare the venue setup sheet.\n- x: null", + "expected_fragments": [ + "Type = Roadshow", + "StartDate >= May 1 2024", + "StartDate <= May 31 2024", + "Logistics_Checklist_Complete__c = false" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "List Salesforce events requiring room setup", + "idx": 37, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "187e3bd8-b76f-45bb-beb2-3552292fe45a", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Retrieve Salesforce events of Type 'Roadshow' with StartDateTime between 2024-05-01 and 2024-05-31 where Logistics_Checklist_Complete__c=false and Event Lead = 'Marco'. Return fields: Id, Subject, StartDateTime, EndDateTime, Location, OwnerId, Logistics_Checklist_Complete__c.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Find Roadshow events led by Marco in May 2024 with incomplete logistics checklist to prepare the venue setup sheet.", + "x": "null" + } + }, + "variables": { + "x_salesforce_query_info": "Retrieve Salesforce events of Type 'Roadshow' with StartDateTime between 2024-05-01 and 2024-05-31 where Logistics_Checklist_Complete__c=false and Event Lead = 'Marco'. Return fields: Id, Subject, StartDateTime, EndDateTime, Location, OwnerId, Logistics_Checklist_Complete__c.", + "x_salesforce_query_depends_on": "null", + "x_salesforce_query_api_task": "Find Roadshow events led by Marco in May 2024 with incomplete logistics checklist to prepare the venue setup sheet.", + "x": "null" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T17:14:31.265893+00:00", + "idx": 38, + "task": "Pull ServiceNow survey responses needing follow-up", + "prompt": "You are the ServiceNow experience analyst translating CX alerts into actionable survey queues.\n\nDocument the survey name, rating threshold, and follow-up flag.\n\nInclude dependency CX dashboards if cited.\n\nCX director Amara wants ServiceNow survey responses for survey 'Incident Closure CSAT' where rating<=2 and Follow_up_required=true so she can update the CX pulse dashboard.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AFDTJMKV9AGNY8ECP3BKZK", + "status": "completed", + "output_text": "Plan:\n1. assign(x_incident_query) -> x_incident_query\n2. assign(x_incident_query_aggregate) -> x_incident_query_aggregate\n3. assign(x_incident_query_sort) -> x_incident_query_sort\n4. assign(x_incident_query_limit) -> x_incident_query_limit\n5. assign(x_incident_query_fields) -> x_incident_query_fields\n6. assign(x_servicenow_incident_query_depends_on) -> x_servicenow_incident_query_depends_on\n7. assign(x_servicenow_incident_query_api_task) -> x_servicenow_incident_query_api_task\n8. service_now_get_incident_api(x_incident_query, x_incident_query_aggregate, x_incident_query_sort, x_incident_query_limit, x_incident_query_fields, x_servicenow_incident_query_depends_on, x_servicenow_incident_query_api_task) -> x\n\nExecution Results:\n- x_incident_query: survey_name=Incident Closure CSAT^rating<=2^follow_up_required=true\n- x_incident_query_aggregate: null\n- x_incident_query_sort: null\n- x_incident_query_limit: null\n- x_incident_query_fields: survey_name,rating,follow_up_required\n- x_servicenow_incident_query_depends_on: CX pulse dashboard\n- x_servicenow_incident_query_api_task: Fetch ServiceNow survey responses for 'Incident Closure CSAT' where rating<=2 and follow_up_required=true for Amara to update the CX pulse dashboard\n- x:", + "expected_fragments": [ + "survey=Incident Closure CSAT", + "rating<=2", + "Follow_up_required=true" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Pull ServiceNow survey responses needing follow-up", + "idx": 38, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "817e7ff7-e0cb-470e-a53e-6fbae852fc20", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_incident_query" + ], + "result_variable": "x_incident_query" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_incident_query_aggregate" + ], + "result_variable": "x_incident_query_aggregate" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_incident_query_sort" + ], + "result_variable": "x_incident_query_sort" + }, + { + "step_number": 4, + "api_name": "assign", + "parameters": [ + "x_incident_query_limit" + ], + "result_variable": "x_incident_query_limit" + }, + { + "step_number": 5, + "api_name": "assign", + "parameters": [ + "x_incident_query_fields" + ], + "result_variable": "x_incident_query_fields" + }, + { + "step_number": 6, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_depends_on" + ], + "result_variable": "x_servicenow_incident_query_depends_on" + }, + { + "step_number": 7, + "api_name": "assign", + "parameters": [ + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x_servicenow_incident_query_api_task" + }, + { + "step_number": 8, + "api_name": "service_now_get_incident_api", + "parameters": [ + "x_incident_query", + "x_incident_query_aggregate", + "x_incident_query_sort", + "x_incident_query_limit", + "x_incident_query_fields", + "x_servicenow_incident_query_depends_on", + "x_servicenow_incident_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 8, + "variables": { + "x_incident_query": "survey_name=Incident Closure CSAT^rating<=2^follow_up_required=true", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "survey_name,rating,follow_up_required", + "x_servicenow_incident_query_depends_on": "CX pulse dashboard", + "x_servicenow_incident_query_api_task": "Fetch ServiceNow survey responses for 'Incident Closure CSAT' where rating<=2 and follow_up_required=true for Amara to update the CX pulse dashboard", + "x": "" + } + }, + "variables": { + "x_incident_query": "survey_name=Incident Closure CSAT^rating<=2^follow_up_required=true", + "x_incident_query_aggregate": "null", + "x_incident_query_sort": "null", + "x_incident_query_limit": "null", + "x_incident_query_fields": "survey_name,rating,follow_up_required", + "x_servicenow_incident_query_depends_on": "CX pulse dashboard", + "x_servicenow_incident_query_api_task": "Fetch ServiceNow survey responses for 'Incident Closure CSAT' where rating<=2 and follow_up_required=true for Amara to update the CX pulse dashboard", + "x": "" + }, + "matched_fragments": [ + "rating<=2", + "Follow_up_required=true" + ], + "validation_status": "passed" + }, + { + "timestamp": "2025-11-05T17:16:21.830502+00:00", + "idx": 39, + "task": "Locate Salesforce assets lacking support plan", + "prompt": "You are the Salesforce customer success architect translating renewal risk flags into asset filters.\n\nCapture the product family, active status, and blank support plan field condition.\n\nMention dependency renewal dashboards if applicable.\n\nSuccess strategist Lena needs Salesforce assets in ProductFamily 'Data Services' with Status='Active' where Support_Plan__c is blank to fuel the renewal risk dashboard.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AG6RBA1BHAR5ED1TJDQJRC", + "status": "completed", + "output_text": "Plan:\n1. assign(x_salesforce_query_info) -> x_salesforce_query_info\n2. assign(x_salesforce_query_depends_on) -> x_salesforce_query_depends_on\n3. assign(x_salesforce_query_api_task) -> x_salesforce_query_api_task\n4. salesforce_query_api(x_salesforce_query_info, x_salesforce_query_depends_on, x_salesforce_query_api_task) -> x\n\nExecution Results:\n- x_salesforce_query_info: Asset records filtered where ProductFamily = 'Data Services', Status = 'Active', and Support_Plan__c is blank (NULL). Intended to identify assets for renewal risk analysis for Success Strategist Lena.\n- x_salesforce_query_depends_on: renewal_dashboards\n- x_salesforce_query_api_task: Query Salesforce Asset records with ProductFamily='Data Services', Status='Active', and Support_Plan__c IS NULL to supply assets for the renewal risk dashboard.\n- x: None", + "expected_fragments": [ + "ProductFamily = Data Services", + "Status = Active", + "Support_Plan__c = NULL" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Locate Salesforce assets lacking support plan", + "idx": 39, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "10268801-98b6-4402-966b-19f583276daf", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_info" + ], + "result_variable": "x_salesforce_query_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_depends_on" + ], + "result_variable": "x_salesforce_query_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_salesforce_query_api_task" + ], + "result_variable": "x_salesforce_query_api_task" + }, + { + "step_number": 4, + "api_name": "salesforce_query_api", + "parameters": [ + "x_salesforce_query_info", + "x_salesforce_query_depends_on", + "x_salesforce_query_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_salesforce_query_info": "Asset records filtered where ProductFamily = 'Data Services', Status = 'Active', and Support_Plan__c is blank (NULL). Intended to identify assets for renewal risk analysis for Success Strategist Lena.", + "x_salesforce_query_depends_on": "renewal_dashboards", + "x_salesforce_query_api_task": "Query Salesforce Asset records with ProductFamily='Data Services', Status='Active', and Support_Plan__c IS NULL to supply assets for the renewal risk dashboard.", + "x": "None" + } + }, + "variables": { + "x_salesforce_query_info": "Asset records filtered where ProductFamily = 'Data Services', Status = 'Active', and Support_Plan__c is blank (NULL). Intended to identify assets for renewal risk analysis for Success Strategist Lena.", + "x_salesforce_query_depends_on": "renewal_dashboards", + "x_salesforce_query_api_task": "Query Salesforce Asset records with ProductFamily='Data Services', Status='Active', and Support_Plan__c IS NULL to supply assets for the renewal risk dashboard.", + "x": "None" + }, + "matched_fragments": [], + "validation_status": "missing_expected_fragments" + }, + { + "timestamp": "2025-11-05T17:17:58.477936+00:00", + "idx": 40, + "task": "Detect ServiceNow major incidents lacking comms", + "prompt": "You are the ServiceNow major incident commander translating bridge audits into cleanup filters.\n\nRecord the major incident state, communication flag, and assignment group focus.\n\nInclude dependency bridge logs if mentioned.\n\nMajor incident lead Victor wants ServiceNow major incident records with state 'Active', Communication_Plan_Delivered=false, and assignment group 'Global Incident Command' referencing the bridge action log.", + "model": "azure/gpt-5-mini", + "response_id": "resp_01K9AGA4AGPJFQPA7JS29ZDV49", + "status": "completed", + "output_text": "Plan:\n1. assign(x_updated_incidents_info) -> x_updated_incidents_info\n2. assign(x_servicenow_update_incident_depends_on) -> x_servicenow_update_incident_depends_on\n3. assign(x_servicenow_update_incident_api_task) -> x_servicenow_update_incident_api_task\n4. service_now_update_incident_api(x_updated_incidents_info, x_servicenow_update_incident_depends_on, x_servicenow_update_incident_api_task) -> x\n\nExecution Results:\n- x_updated_incidents_info: Update major incident records (sys_id not specified). For each major incident record, set state to 'Active', set Communication_Plan_Delivered to false, set assignment_group to 'Global Incident Command', reference the bridge action log, and record major incident lead as Victor.\n- x_servicenow_update_incident_depends_on: bridge_action_log_api\n- x_servicenow_update_incident_api_task: Record major incident state 'Active', Communication_Plan_Delivered=false, assignment group 'Global Incident Command', reference bridge action log via bridge_action_log_api, and attribute lead Victor.\n- x: {\n \"API\": \"service_now_update_incident_api\",\n \"Result\": {\n \"status\": \"error\",\n \"error\": {\n \"message\": \"Bad Request received\",\n \"detail\": \"The provided BatchRESTRequest was not formatted correctly\"\n }\n }\n}", + "expected_fragments": [ + "state=Active", + "Communication_Plan_Delivered=false", + "assignment_group=Global Incident Command" + ], + "metadata": { + "dataset": "benchmark_single_step", + "task": "Detect ServiceNow major incidents lacking comms", + "idx": 40, + "benchmark": "EnterpriseArena Single-Step", + "session_id": "885fe68a-574c-4fce-9ebb-e2b341964927", + "plan_steps": [ + { + "step_number": 1, + "api_name": "assign", + "parameters": [ + "x_updated_incidents_info" + ], + "result_variable": "x_updated_incidents_info" + }, + { + "step_number": 2, + "api_name": "assign", + "parameters": [ + "x_servicenow_update_incident_depends_on" + ], + "result_variable": "x_servicenow_update_incident_depends_on" + }, + { + "step_number": 3, + "api_name": "assign", + "parameters": [ + "x_servicenow_update_incident_api_task" + ], + "result_variable": "x_servicenow_update_incident_api_task" + }, + { + "step_number": 4, + "api_name": "service_now_update_incident_api", + "parameters": [ + "x_updated_incidents_info", + "x_servicenow_update_incident_depends_on", + "x_servicenow_update_incident_api_task" + ], + "result_variable": "x" + } + ], + "plan_step_count": 4, + "variables": { + "x_updated_incidents_info": "Update major incident records (sys_id not specified). For each major incident record, set state to 'Active', set Communication_Plan_Delivered to false, set assignment_group to 'Global Incident Command', reference the bridge action log, and record major incident lead as Victor.", + "x_servicenow_update_incident_depends_on": "bridge_action_log_api", + "x_servicenow_update_incident_api_task": "Record major incident state 'Active', Communication_Plan_Delivered=false, assignment group 'Global Incident Command', reference bridge action log via bridge_action_log_api, and attribute lead Victor.", + "x": "{\n \"API\": \"service_now_update_incident_api\",\n \"Result\": {\n \"status\": \"error\",\n \"error\": {\n \"message\": \"Bad Request received\",\n \"detail\": \"The provided BatchRESTRequest was not formatted correctly\"\n }\n }\n}" + } + }, + "variables": { + "x_updated_incidents_info": "Update major incident records (sys_id not specified). For each major incident record, set state to 'Active', set Communication_Plan_Delivered to false, set assignment_group to 'Global Incident Command', reference the bridge action log, and record major incident lead as Victor.", + "x_servicenow_update_incident_depends_on": "bridge_action_log_api", + "x_servicenow_update_incident_api_task": "Record major incident state 'Active', Communication_Plan_Delivered=false, assignment group 'Global Incident Command', reference bridge action log via bridge_action_log_api, and attribute lead Victor.", + "x": "{\n \"API\": \"service_now_update_incident_api\",\n \"Result\": {\n \"status\": \"error\",\n \"error\": {\n \"message\": \"Bad Request received\",\n \"detail\": \"The provided BatchRESTRequest was not formatted correctly\"\n }\n }\n}" + }, + "matched_fragments": [ + "Communication_Plan_Delivered=false" + ], + "validation_status": "passed" + } +] \ No newline at end of file diff --git a/test_enterprisearena_real_benchmark_multi_turn.py b/test_enterprisearena_real_benchmark_multi_turn.py new file mode 100644 index 0000000..694e2d3 --- /dev/null +++ b/test_enterprisearena_real_benchmark_multi_turn.py @@ -0,0 +1,337 @@ +import json +import os +import sys +from datetime import datetime, timezone +from pathlib import Path +from typing import Any, Dict, Iterable, List, Mapping, Optional, Sequence, Tuple +import time + +import pytest +from fastapi.testclient import TestClient + +ROOT = Path(__file__).resolve().parents[1] +if str(ROOT) not in sys.path: + sys.path.insert(0, str(ROOT)) + +from api.schemas import ResponsesObject, ResponsesRequest +from config_loader import ConfigLoader, ConfigLoaderError +from api.main import create_app + + +DATASET_PATH = Path(__file__).with_name("enterprise-arena-multi-turn-queries.json") +LOG_PATH = Path(__file__).with_name("enterprise_arena_multi_turn_results_20.json") + +REQUIRED_KEY_CANDIDATES = ( + "AZURE_OPENAI_API_KEY", + "OPENAI_API_KEY", +) + + +_API_AUTH_HEADERS = {"Authorization": "Bearer benchmark-token"} + + +def _load_dataset() -> Sequence[Mapping[str, Any]]: + if not DATASET_PATH.exists(): + pytest.skip(f"Multi-turn benchmark skipped: dataset file {DATASET_PATH} is missing.") + try: + payload = json.loads(DATASET_PATH.read_text(encoding="utf-8")) + except json.JSONDecodeError as exc: + pytest.skip(f"Multi-turn benchmark skipped: dataset file is not valid JSON ({exc}).") + if not isinstance(payload, Sequence): + pytest.skip("Multi-turn benchmark skipped: dataset must be a JSON array.") + entries: List[Mapping[str, Any]] = [ + entry for entry in payload if isinstance(entry, Mapping) + ] + if not entries: + pytest.skip("Multi-turn benchmark skipped: dataset is empty or has invalid entries.") + return entries + + +def _hydrate_environment(config: Mapping[str, Any]) -> None: + for key, value in config.items(): + if value is None: + continue + if isinstance(value, (Mapping, Sequence)) and not isinstance(value, (str, bytes)): + continue + os.environ.setdefault(str(key), str(value)) + + +def _require_credentials(config: Mapping[str, Any]) -> None: + _hydrate_environment(config) + if not any(os.getenv(candidate) for candidate in REQUIRED_KEY_CANDIDATES): + pytest.skip( + "Real-model benchmark skipped: missing OpenAI or Azure OpenAI credentials. " + "Set AZURE_OPENAI_API_KEY or OPENAI_API_KEY in config.json or environment." + ) + if not os.getenv("MODEL_NAME") and not config.get("MODEL_NAME"): + pytest.skip( + "Real-model benchmark skipped: MODEL_NAME is not configured for the MOTA pipeline." + ) + + +def _load_config() -> Mapping[str, Any]: + loader = ConfigLoader() + try: + config = loader.load() + except ConfigLoaderError as exc: + pytest.skip(f"Cannot load configuration required for real-model benchmark: {exc}") + if not config: + pytest.skip("Real-model benchmark skipped: configuration is empty.") + return config + + +def _resolve_max_samples(total: int) -> int: + env_value = os.getenv("BENCHMARK_MAX_SAMPLES") or os.getenv("MULTITURN_MAX_SAMPLES") + if not env_value: + return total + try: + limit = int(env_value) + except ValueError: + return total + if limit <= 0: + return total + return min(limit, total) + + +def _invoke_api(client: TestClient, request: ResponsesRequest) -> ResponsesObject: + payload = request.dict(exclude_none=True) + response = client.post("/v1/responses", json=payload, headers=_API_AUTH_HEADERS) + if response.status_code != 200: + raise RuntimeError( + f"MOTA API returned {response.status_code}: {response.text}" + ) + data = response.json() + try: + return ResponsesObject.model_validate(data) # type: ignore[attr-defined] + except AttributeError: + return ResponsesObject.parse_obj(data) + + +def _build_system_preamble(entry: Mapping[str, Any]) -> str: + parts: List[str] = [] + persona = entry.get("persona") + if persona: + parts.append(str(persona).strip()) + metadata = entry.get("metadata") or {} + required = metadata.get("required") + optional = metadata.get("optional") + if required: + parts.append(str(required).strip()) + if optional: + parts.append(str(optional).strip()) + return "\n\n".join(part for part in parts if part) + + +def _build_prompt( + entry: Mapping[str, Any], + transcript: Sequence[Tuple[str, str]], + current_turn: Optional[str], +) -> str: + parts: List[str] = [] + preamble = _build_system_preamble(entry) + if preamble: + parts.append(preamble) + + if transcript: + history_lines = [f"{speaker}: {utterance}" for speaker, utterance in transcript if utterance] + if history_lines: + parts.append("Conversation so far:\n" + "\n".join(history_lines)) + + if current_turn: + parts.append(f"User: {current_turn.strip()}") + else: + query = entry.get("query") + if query: + parts.append(str(query).strip()) + + return "\n\n".join(part for part in parts if part) + + +def _expected_strings(entry: Mapping[str, Any]) -> Iterable[str]: + answers = entry.get("answer") or [] + for answer in answers: + if answer: + yield str(answer).strip() + + +def _serialise_result( + entry: Mapping[str, Any], + prompt: str, + response: ResponsesObject, + *, + turn_records: Sequence[Mapping[str, Any]] | None = None, +) -> Dict[str, Any]: + output_text = str(response.output_text or "") + metadata = dict(response.metadata or {}) + return { + "timestamp": datetime.now(timezone.utc).isoformat(), + "idx": entry.get("idx"), + "task": entry.get("task"), + "prompt": prompt, + "model": response.model, + "response_id": response.id, + "status": response.status, + "output_text": output_text, + "expected_fragments": list(_expected_strings(entry)), + "metadata": metadata, + "variables": metadata.get("variables"), + "turns": list(turn_records or []), + } + + +@pytest.mark.integration +@pytest.mark.slow +def test_crmarena_real_model_benchmark_multi_turn() -> None: + """ + Run the multi-turn benchmark dataset against the live model pipeline. + + Prompts are routed through ``adapters.mota_adapter.run_non_streaming`` to exercise the full + MOTA planning + execution stack. Results are written to ``enterprise_arena_multi_turn_results.json`` + for inspection. + """ + config = _load_config() + _require_credentials(config) + + model_name = config.get("MODEL_NAME") or os.getenv("MODEL_NAME") + if not model_name: + pytest.skip("Real-model benchmark skipped: unable to resolve a model name for the gateway.") + + entries = _load_dataset() + results: List[Dict[str, Any]] = [] + max_samples = _resolve_max_samples(len(entries)) + + LOG_PATH.parent.mkdir(parents=True, exist_ok=True) + + failures: List[str] = [] + + app = create_app() + + with TestClient(app) as client: + try: + for entry in entries[:max_samples]: + time.sleep(5) + turns = [str(turn).strip() for turn in entry.get("turns") or [] if str(turn).strip()] + transcript: List[Tuple[str, str]] = [] + turn_logs: List[Dict[str, Any]] = [] + last_response: Optional[ResponsesObject] = None + last_prompt: str = "" + + session_id = f"benchmark-{entry.get('idx')}-{int(time.time() * 1000)}" + base_metadata = { + "dataset": "benchmark_multi_turn", + "task": entry.get("task"), + "idx": entry.get("idx"), + "benchmark": "EnterpriseArena Multi-Turn", + "session_id": session_id, + } + + if not turns: + prompt = _build_prompt(entry, transcript, None) + request = ResponsesRequest( + model=model_name, + input=prompt, + metadata=base_metadata, + ) + response = _invoke_api(client, request) + last_response = response + last_prompt = prompt + turn_logs.append( + { + "turn_index": 0, + "user": entry.get("query"), + "prompt": prompt, + "response_status": response.status, + "response_text": response.output_text, + } + ) + else: + for turn_index, user_turn in enumerate(turns): + prompt = _build_prompt(entry, transcript, user_turn) + metadata = dict(base_metadata) + metadata["turn_index"] = turn_index + request = ResponsesRequest( + model=model_name, + input=prompt, + metadata=metadata, + ) + response = _invoke_api(client, request) + last_response = response + last_prompt = prompt + + turn_logs.append( + { + "turn_index": turn_index, + "user": user_turn, + "prompt": prompt, + "response_status": response.status, + "response_text": response.output_text, + } + ) + + transcript.append(("User", user_turn)) + transcript.append(("Assistant", str(response.output_text or "").strip())) + + if response.status != "completed": + break + + if not last_response: + failures.append(f"idx={entry.get('idx')} produced no response") + results.append( + { + "timestamp": datetime.now(timezone.utc).isoformat(), + "idx": entry.get("idx"), + "task": entry.get("task"), + "prompt": "", + "model": model_name, + "response_id": None, + "status": "failed", + "output_text": "", + "expected_fragments": list(_expected_strings(entry)), + "metadata": base_metadata, + "variables": None, + "turns": list(turn_logs), + "validation_status": "pipeline_error", + "validation_message": "Pipeline produced no response for this entry.", + } + ) + continue + + record = _serialise_result( + entry, + last_prompt, + last_response, + turn_records=turn_logs, + ) + + output_text = record.get("output_text", "") + output_text_lower = output_text.lower() + matched_fragments = [ + fragment for fragment in _expected_strings(entry) if fragment.lower() in output_text_lower + ] + record["matched_fragments"] = matched_fragments + + if last_response.status != "completed" or not output_text.strip(): + record["validation_status"] = "pipeline_error" + record["validation_message"] = ( + f"Pipeline returned status '{last_response.status}' with empty output." + ) + failures.append( + f"idx={entry.get('idx')} pipeline status '{last_response.status}'" + ) + elif matched_fragments: + record["validation_status"] = "passed" + else: + record["validation_status"] = "missing_expected_fragments" + failures.append( + f"idx={entry.get('idx')} missing expected fragments" + ) + + results.append(record) + finally: + LOG_PATH.write_text(json.dumps(results, indent=2), encoding="utf-8") + + if failures: + pytest.xfail( + "One or more multi-turn benchmarks did not meet success criteria: " + + "; ".join(failures) + )