diff --git a/app/page.tsx b/app/page.tsx
index f0eb9ba..23b5aed 100644
--- a/app/page.tsx
+++ b/app/page.tsx
@@ -14,6 +14,7 @@ export default async function Home() {
   for (const slug of slugs) {
     const doc = await getStartup<any>(slug)
     const rawName = (doc.data?.name as string) || slug
+    const shortName = (doc.data?.shortName as string) || undefined
     const baseName = (rawName.split(/[-–—]/)[0] || rawName).trim()
     const name = baseName.split(/[\s-]+/).slice(0, 4).join(' ')
     const description =
@@ -25,6 +26,7 @@ export default async function Home() {
     items.push({
       id: slug,
       name,
+      shortName,
       description,
       category,
     })
diff --git a/components/startup-card.tsx b/components/startup-card.tsx
index d6f2525..10fb71d 100644
--- a/components/startup-card.tsx
+++ b/components/startup-card.tsx
@@ -21,6 +21,8 @@ export function StartupCard({ item, onReveal }: { item: StartupItem; onReveal?:
   const toSlug = (s: string) => s.toLowerCase().trim().replace(/[^a-z0-9]+/g, '-').replace(/(^-|-$)+/g, '')
   const derivedHref = `/${toSlug(item.name)}`
 
+  const displayName = item.shortName || item.name
+
   // Match Navbar's deterministic variant styling based on the URL segment (slug)
   const logoVariantIndex = React.useMemo(() => {
     const s = toSlug(item.name || '')
@@ -67,12 +69,12 @@ export function StartupCard({ item, onReveal }: { item: StartupItem; onReveal?:
       onKeyDown={handleKeyDown}
       onMouseLeave={handleMouseLeave}
       className='group group/item block cursor-pointer focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring rounded-md'
-      aria-label={item.ariaLabel || item.name}
+      aria-label={item.ariaLabel || displayName}
     >
       <Card className='relative min-h-[260px] rounded-md border bg-card/60 transition-colors hover:bg-card overflow-hidden motion-safe:group-hover:scale-[1.01] motion-reduce:transition-none'>
         {/* randomized text effect */}
         <div className='absolute inset-0 flex items-center justify-center p-4 text-center'>
-          <div className={nameClass}>{item.name}</div>
+          <div className={nameClass}>{displayName}</div>
         </div>
 
         <div
diff --git a/lib/ai/index.ts b/lib/ai/index.ts
index 8059612..5d5eff2 100644
--- a/lib/ai/index.ts
+++ b/lib/ai/index.ts
@@ -6,6 +6,7 @@ export { landingFeatures2 } from './landingFeatures2'
 export { landingPricing } from './landingPricing'
 export { landingFaq } from './landingFaq'
 export { generateLandingSections } from './generateLandingSections'
+export { updateContent } from './updateContent'
 
 export const openai = createOpenAI({
   apiKey: process.env.OPENAI_API_KEY,
diff --git a/lib/ai/updateContent.ts b/lib/ai/updateContent.ts
new file mode 100644
index 0000000..0c525f6
--- /dev/null
+++ b/lib/ai/updateContent.ts
@@ -0,0 +1,25 @@
+import { generateObject } from 'ai'
+import { openai } from '.'
+import { z } from 'zod'
+
+export const updateContent = async (name: string) => {
+  return generateObject({
+    model: openai.responses('gpt-5'),
+    prompt: `Given this startup name: "${name}"
+
+Create a short, concise shortName that captures the essence of the business in no more than 3 words. 
+The shortName should be:
+- Maximum 3 words
+- Catchy and memorable
+- Captures the core business concept
+- Suitable for branding/marketing use
+
+Examples:
+- "Candling AI: Fertility & Early Mortality Estimator" → "Candling AI"
+- "Batch Traceability Platform" → "Batch Trace"
+- "SoleScript AI" → "SoleScript AI"`,
+    schema: z.object({
+      shortName: z.string().describe('Short name for the startup, maximum 3 words'),
+    }),
+  })
+}
diff --git a/package.json b/package.json
index 9f2c996..de62581 100644
--- a/package.json
+++ b/package.json
@@ -12,7 +12,8 @@
     "test:watch": "vitest",
     "test:devin": "tsx scripts/test-devin-session.ts",
     "ideate": "tsx scripts/ideate.ts",
-    "ideate:persist": "tsx scripts/ideate-persist.ts"
+    "ideate:persist": "tsx scripts/ideate-persist.ts",
+    "update-shortname": "tsx scripts/updateContentShortName.ts"
   },
   "dependencies": {
     "@ai-sdk/openai": "^2.0.8",
diff --git a/scripts/updateContentShortName.ts b/scripts/updateContentShortName.ts
new file mode 100644
index 0000000..9ada5e5
--- /dev/null
+++ b/scripts/updateContentShortName.ts
@@ -0,0 +1,51 @@
+import { listStartups } from '../lib/startups/listStartups'
+import { getStartup } from '../lib/startups/getStartup'
+import { setStartup } from '../lib/startups/setStartup'
+import { updateContent } from '../lib/ai/updateContent'
+
+async function updateAllStartupsWithShortName() {
+  console.log('Starting to update all startups with shortName field...')
+  
+  const startups = await listStartups({ limit: 1000 })
+  console.log(`Found ${startups.length} startups to update`)
+  
+  let updated = 0
+  let skipped = 0
+  
+  for (const slug of startups) {
+    try {
+      console.log(`Processing ${slug}...`)
+      
+      const startup = await getStartup(slug)
+      
+      if (startup.data.shortName) {
+        console.log(`  Skipping ${slug} - shortName already exists: ${startup.data.shortName}`)
+        skipped++
+        continue
+      }
+      
+      const name = startup.data.name as string
+      if (!name) {
+        console.log(`  Skipping ${slug} - no name field found`)
+        skipped++
+        continue
+      }
+      
+      const result = await updateContent(name)
+      const shortName = result.object.shortName
+      
+      const updatedData = { ...startup.data, shortName }
+      await setStartup(slug, { data: updatedData, content: startup.content })
+      
+      console.log(`  Updated ${slug} with shortName: "${shortName}"`)
+      updated++
+      
+    } catch (error) {
+      console.error(`Error processing ${slug}:`, error)
+    }
+  }
+  
+  console.log(`\nCompleted! Updated: ${updated}, Skipped: ${skipped}`)
+}
+
+updateAllStartupsWithShortName().catch(console.error)
diff --git a/startups/213verify.mdx b/startups/213verify.mdx
index 6738c2c..151e7ed 100644
--- a/startups/213verify.mdx
+++ b/startups/213verify.mdx
@@ -345,6 +345,7 @@ landingPage:
     - Approve or edit suggested remedial actions and slow orders.
     - One-click create and sync work orders to your EAM/CMMS.
     - Monitor compliance status and export audit-ready 213.241 records.
+shortName: 213Verify AI
 ---
 # 213Verify AI — FRA Part 213 Track Inspection Log Auto‑Validator
 
diff --git a/startups/abovefold.mdx b/startups/abovefold.mdx
index b4fcab4..8b550cb 100644
--- a/startups/abovefold.mdx
+++ b/startups/abovefold.mdx
@@ -292,6 +292,7 @@ landingPage:
     - 'Tweak copy, imagery, and layout as needed.'
     - Export CSS and assets or share for review.
     - Implement and A/B test variants.
+shortName: AboveFold AI
 ---
 # AboveFold AI — Responsive Hero/Banner Suite
 
diff --git a/startups/accupack.mdx b/startups/accupack.mdx
index 1a2d19c..40702a0 100644
--- a/startups/accupack.mdx
+++ b/startups/accupack.mdx
@@ -328,6 +328,7 @@ landingPage:
       inline.
     - Export to PLM or PDF and share a vendor link.
     - Collect vendor feedback and auto-update revisions.
+shortName: AccuPack AI
 ---
 
 # AccuPack AI — Tech Pack Auto‑Builder for Accessories
diff --git a/startups/acme-claims.mdx b/startups/acme-claims.mdx
index 5546c19..8301416 100644
--- a/startups/acme-claims.mdx
+++ b/startups/acme-claims.mdx
@@ -3,84 +3,110 @@ name: Acme Auto Claims AI
 slug: acme-claims
 domain: acmeclaims.ai
 naics:
-  primary: "524291"
-  occupations: ["Claims Adjuster"]
+  primary: '524291'
+  occupations:
+    - Claims Adjuster
 score:
   remote_on_laptop: 0.9
   model_capability: 0.8
   overall: 0.85
 vmv:
-  vision: "Zero-touch auto claims in minutes."
-  mission: "Automate FNOL to payout with AI and human-in-the-loop."
-  purpose: "Faster, fairer claim experiences."
+  vision: Zero-touch auto claims in minutes.
+  mission: Automate FNOL to payout with AI and human-in-the-loop.
+  purpose: 'Faster, fairer claim experiences.'
 leanCanvas:
   problem:
-    - "Claims processing is slow and manual"
-    - "Fraud/leakage increases costs"
-    - "Poor claimant experience"
+    - Claims processing is slow and manual
+    - Fraud/leakage increases costs
+    - Poor claimant experience
   solution:
-    - "Agentic workflow from intake to payout"
-    - "Document parsing + fraud risk scoring"
-    - "Human-in-the-loop for edge cases"
-  uniqueValueProp: "Minutes-to-payout with better accuracy"
-  unfairAdvantage: "Proprietary claims patterns + insurer integrations"
-  customerSegments: ["Auto insurers", "Third-party administrators"]
-  channels: ["Broker partnerships", "Direct sales"]
-  revenueStreams: ["Per-claim", "SaaS"]
-  costStructure: ["LLM", "Infra", "Integrations"]
-  keyMetrics: ["Time-to-payout", "Fraud rate", "CSAT"]
+    - Agentic workflow from intake to payout
+    - Document parsing + fraud risk scoring
+    - Human-in-the-loop for edge cases
+  uniqueValueProp: Minutes-to-payout with better accuracy
+  unfairAdvantage: Proprietary claims patterns + insurer integrations
+  customerSegments:
+    - Auto insurers
+    - Third-party administrators
+  channels:
+    - Broker partnerships
+    - Direct sales
+  revenueStreams:
+    - Per-claim
+    - SaaS
+  costStructure:
+    - LLM
+    - Infra
+    - Integrations
+  keyMetrics:
+    - Time-to-payout
+    - Fraud rate
+    - CSAT
 okrs:
-  - objective: "Reduce average claim cycle time"
+  - objective: Reduce average claim cycle time
     keyResults:
-      - metric: "Cycle time"
-        target: "≤ 5 minutes"
-  - objective: "Maintain or improve accuracy"
+      - metric: Cycle time
+        target: ≤ 5 minutes
+  - objective: Maintain or improve accuracy
     keyResults:
-      - metric: "Accuracy"
-        target: "≥ 99%"
+      - metric: Accuracy
+        target: ≥ 99%
 storyBrand:
-  character: "Claims leaders"
-  problem: "Backlogs and leakage"
-  guide: "Agentic copilot"
-  plan: "Pilot → Integrate → Scale"
-  callToAction: "Start a pilot"
-  success: "Minutes to payout"
-  failure: "Status quo delays"
+  character: Claims leaders
+  problem: Backlogs and leakage
+  guide: Agentic copilot
+  plan: Pilot → Integrate → Scale
+  callToAction: Start a pilot
+  success: Minutes to payout
+  failure: Status quo delays
 branding:
-  nameIdeas: ["ClaimSpark", "Adjustly"]
-  colors: { primary: "#0A84FF", secondary: "#111827" }
-  fonts: { heading: "Geist", body: "Inter" }
-  logoPrompt: "Simple spark + shield logo"
+  nameIdeas:
+    - ClaimSpark
+    - Adjustly
+  colors:
+    primary: '#0A84FF'
+    secondary: '#111827'
+  fonts:
+    heading: Geist
+    body: Inter
+  logoPrompt: Simple spark + shield logo
 pricing:
   plans:
     - id: startup
-      name: "Startup"
+      name: Startup
       price: 199
       interval: monthly
-      features: ["Up to 1k claims/mo", "Email support"]
+      features:
+        - Up to 1k claims/mo
+        - Email support
     - id: growth
-      name: "Growth"
+      name: Growth
       price: 999
       interval: monthly
-      features: ["Up to 10k claims/mo", "Priority support"]
+      features:
+        - Up to 10k claims/mo
+        - Priority support
   stripe:
-    productId: ""
+    productId: ''
     priceIds: {}
 prd:
-  summary: "Automate FNOL → triage → adjudication → payout"
+  summary: Automate FNOL → triage → adjudication → payout
   scopeMVP:
-    - "Intake web form and API"
-    - "Document parsing (OCR + extraction)"
-    - "Risk scoring (fraud propensity)"
-    - "Human review step"
-    - "Decision + payout initiation"
+    - Intake web form and API
+    - Document parsing (OCR + extraction)
+    - Risk scoring (fraud propensity)
+    - Human review step
+    - Decision + payout initiation
 experiments:
-  - hypothesis: "Automated triage reduces cycle time by 50%"
-    metric: "Cycle time"
+  - hypothesis: Automated triage reduces cycle time by 50%
+    metric: Cycle time
     variantCount: 3
 variants:
-  - name: "Self-serve insurers"
-    changes: ["No human-in-loop", "Lower limits"]
+  - name: Self-serve insurers
+    changes:
+      - No human-in-loop
+      - Lower limits
+shortName: Acme Claims AI
 ---
 
 export default function Page() {
diff --git a/startups/adjusure.mdx b/startups/adjusure.mdx
index d64d20a..73a1a65 100644
--- a/startups/adjusure.mdx
+++ b/startups/adjusure.mdx
@@ -307,6 +307,7 @@ landingPage:
     - Run tests and compare to baselines or expected results.
     - Review impact and defect reports; assign fixes and re-run.
     - Gate releases via CI/CD and monitor ongoing rule changes.
+shortName: AdjuSure AI
 ---
 # AdjuSure AI — Claims Rule Regression Tester
 
diff --git a/startups/advisory.mdx b/startups/advisory.mdx
index 729f4be..51d175a 100644
--- a/startups/advisory.mdx
+++ b/startups/advisory.mdx
@@ -336,6 +336,7 @@ landingPage:
     - Generate the advisory pack and export to EFB/PDF.
     - 'PIC reviews, validates, and records acceptance per company procedures.'
     - Archive the pack with notes for post-flight audit.
+shortName: Dispatch Pack
 ---
 # Advisory Dispatch Pack Generator (OFP‑Lite)
 
diff --git a/startups/aeolianguard.mdx b/startups/aeolianguard.mdx
index 46c3495..790108d 100644
--- a/startups/aeolianguard.mdx
+++ b/startups/aeolianguard.mdx
@@ -281,6 +281,7 @@ landingPage:
     - 'Configure limits, baselines, geofences, and alert routes'
     - 'Go live: view real-time maps, receive exceedance alerts, act fast'
     - Review automated reports; tune operations and thresholds over time
+shortName: AeolianGuard AI
 ---
 # AeolianGuard — Dust & Noise Compliance Analytics
 
diff --git a/startups/aerofrat.mdx b/startups/aerofrat.mdx
index 6ce7de5..a77628a 100644
--- a/startups/aerofrat.mdx
+++ b/startups/aerofrat.mdx
@@ -286,6 +286,7 @@ landingPage:
     - >-
       Monitor for changes, auto re‑score, and export to your SMS or audit
       package.
+shortName: AeroFRAT AI
 ---
 # AeroFRAT AI
 
diff --git a/startups/aerogrid.mdx b/startups/aerogrid.mdx
index b9d97b7..d11dbab 100644
--- a/startups/aerogrid.mdx
+++ b/startups/aerogrid.mdx
@@ -320,6 +320,7 @@ landingPage:
     - >-
       Continuous optimization: weekly tuning, reports, and ongoing operator
       support.
+shortName: AeroGrid
 ---
 # AeroGrid Advisor
 
diff --git a/startups/allegrorent.mdx b/startups/allegrorent.mdx
index b9b9de1..c38011b 100644
--- a/startups/allegrorent.mdx
+++ b/startups/allegrorent.mdx
@@ -335,6 +335,7 @@ landingPage:
       condition photos.
     - Recurring billing runs automatically; smart dunning handles failures.
     - 'Track returns, swaps, and repairs; renew or convert to purchase.'
+shortName: AllegroRent AI
 ---
 # AllegroRent AI
 
diff --git a/startups/allergen.mdx b/startups/allergen.mdx
index 27d1fc6..8c6fb47 100644
--- a/startups/allergen.mdx
+++ b/startups/allergen.mdx
@@ -362,6 +362,7 @@ landingPage:
     - >-
       Scale: add lines/plants, refine rules, and integrate with ERP/label
       systems.
+shortName: Allergen Copilot
 ---
 # Allergen Cross-Contact Compliance Copilot (AC4) for Roasted Nuts & Peanut Butter
 
diff --git a/startups/annealing.mdx b/startups/annealing.mdx
index e125f25..be86211 100644
--- a/startups/annealing.mdx
+++ b/startups/annealing.mdx
@@ -302,6 +302,7 @@ landingPage:
     - Approve and apply via HMI\/PLC or export run sheets.
     - Monitor KPIs; auto-adjust as heat load and ambient shift.
     - 'Review ROI on scrap, breakage, and kWh\/m²; scale to other lines.'
+shortName: LehrPilot
 ---
 # Annealing Lehr Profile Optimizer (ALPO)
 
diff --git a/startups/anomalywatch.mdx b/startups/anomalywatch.mdx
index 035bb16..fb04b94 100644
--- a/startups/anomalywatch.mdx
+++ b/startups/anomalywatch.mdx
@@ -348,6 +348,7 @@ landingPage:
     - >-
       Learn: Capture outcomes, reduce false positives, and maintain an audit
       trail.
+shortName: AnomalyWatch Payments
 ---
 # AnomalyWatch RTGS/ACH
 
diff --git a/startups/aperture.mdx b/startups/aperture.mdx
index 894f303..20a7d08 100644
--- a/startups/aperture.mdx
+++ b/startups/aperture.mdx
@@ -299,6 +299,7 @@ landingPage:
       Route: Assign to the right handler or straight-through flow; notify
       stakeholders.
     - 'Learn: Feed outcomes back to improve accuracy over time.'
+shortName: Aperture FNOL
 ---
 # Aperture FNOL AI
 
diff --git a/startups/aquacast.mdx b/startups/aquacast.mdx
index 574b8fc..d4b1c6c 100644
--- a/startups/aquacast.mdx
+++ b/startups/aquacast.mdx
@@ -353,6 +353,7 @@ landingPage:
     - Review and adjust with drag-and-drop and live compliance checks
     - 'Publish to dispatch, operators, and rider channels'
     - Monitor KPIs and re-optimize as conditions change
+shortName: AquaCast AI
 ---
 # AquaCast AI — Demand Forecasting & Dispatch Optimizer for Inland Passenger Waterways (NAICS 483212)
 
diff --git a/startups/aquapredict.mdx b/startups/aquapredict.mdx
index 46e6841..ab4fb2e 100644
--- a/startups/aquapredict.mdx
+++ b/startups/aquapredict.mdx
@@ -311,6 +311,7 @@ landingPage:
       Optimize PM intervals to condition-based schedules; track downtime and
       energy gains.
     - Scale across plants and standardize playbooks and KPIs.
+shortName: AquaPredict AI
 ---
 # AquaPredict AI
 
diff --git a/startups/aquayield.mdx b/startups/aquayield.mdx
index 80a6ac5..1644401 100644
--- a/startups/aquayield.mdx
+++ b/startups/aquayield.mdx
@@ -333,6 +333,7 @@ landingPage:
     - >-
       Review KPIs and compliance reports; iterate price ladders and promo
       strategies.
+shortName: AquaYield AI
 ---
 # AquaYield AI
 
diff --git a/startups/arcquant.mdx b/startups/arcquant.mdx
index 141c0f8..88f8f79 100644
--- a/startups/arcquant.mdx
+++ b/startups/arcquant.mdx
@@ -280,6 +280,7 @@ landingPage:
     - 'Generate weld inches, volumes, consumables, and labor'
     - 'Export to estimate, BOM, and schedule'
     - Track revisions and approve for handoff
+shortName: ArcQuant AI
 ---
 # ArcQuant — Weld Length & Consumable Estimator AI
 
diff --git a/startups/arrivepilot.mdx b/startups/arrivepilot.mdx
index 71ccbb3..f74cd37 100644
--- a/startups/arrivepilot.mdx
+++ b/startups/arrivepilot.mdx
@@ -289,6 +289,7 @@ landingPage:
     - Embed the tracking link in confirmations and job flows
     - 'Go live—autopilot handles updates, re-promises, and reschedules'
     - 'Monitor KPIs: fewer WISMO calls, higher on-time %, better CSAT'
+shortName: ArrivePilot
 ---
 # ArrivePilot — Live ETA & Exception Comms Autopilot
 
diff --git a/startups/artcomps.mdx b/startups/artcomps.mdx
index 0379326..05fe3b7 100644
--- a/startups/artcomps.mdx
+++ b/startups/artcomps.mdx
@@ -295,6 +295,7 @@ landingPage:
     - Tweak assumptions; see instant impact and confidence updates.
     - Export a branded report or share a secure link with clients.
     - Save to inventory and get alerts as new sales update the range.
+shortName: ArtComps AI
 ---
 # ArtComps AI
 
diff --git a/startups/artguard.mdx b/startups/artguard.mdx
index 3e9c623..4fdc643 100644
--- a/startups/artguard.mdx
+++ b/startups/artguard.mdx
@@ -295,6 +295,7 @@ landingPage:
     - Review flags by risk tier with evidence links and next‑step suggestions.
     - 'Decide: proceed, monitor, or escalate to specialists/insurers.'
     - Export the pre‑screen report or push results to your inventory system.
+shortName: ArtGuard PreScreen
 ---
 # ArtGuard Pre‑Screen
 
diff --git a/startups/artsight.mdx b/startups/artsight.mdx
index c67eb07..564fdad 100644
--- a/startups/artsight.mdx
+++ b/startups/artsight.mdx
@@ -326,6 +326,7 @@ landingPage:
     - 'Review and refine: edit fields, adjust annotations, add notes'
     - 'Export and share: branded PDF plus JSON/CSV for systems'
     - 'Sync via API and track versions, approvals, and comparisons'
+shortName: ArtSight AI
 ---
 # ArtSight Condition AI
 
diff --git a/startups/assessiq.mdx b/startups/assessiq.mdx
index a818977..eb7b01e 100644
--- a/startups/assessiq.mdx
+++ b/startups/assessiq.mdx
@@ -297,6 +297,7 @@ landingPage:
       steps.
     - 'Review: Adjusters validate quickly; exceptions escalate to human review.'
     - 'Learn: Closed‑claim outcomes feed continuous model improvements.'
+shortName: AssessIQ
 ---
 # AssessIQ Auto & Property AI
 
diff --git a/startups/assortiq.mdx b/startups/assortiq.mdx
index 8fce8a5..b6c442e 100644
--- a/startups/assortiq.mdx
+++ b/startups/assortiq.mdx
@@ -320,6 +320,7 @@ landingPage:
     - 'Approve reorder, substitute, and transfer recommendations'
     - Generate POs with size curves and export to your purchasing system
     - 'Track fill rate, sell-through, and margin lift in the Performance view'
+shortName: AssortIQ Footwear
 ---
 # AssortIQ Footwear
 
diff --git a/startups/auditbridge.mdx b/startups/auditbridge.mdx
index 5829284..d89a121 100644
--- a/startups/auditbridge.mdx
+++ b/startups/auditbridge.mdx
@@ -297,6 +297,7 @@ landingPage:
     - Clarifications resolved in-app; variances highlighted with reasons.
     - Receive a complete auditor workbook plus evidence package.
     - Export to your audit platform and finalize with confidence.
+shortName: AuditBridge AI
 ---
 # AuditBridge AI
 
diff --git a/startups/auditforge.mdx b/startups/auditforge.mdx
index 194b963..df5e442 100644
--- a/startups/auditforge.mdx
+++ b/startups/auditforge.mdx
@@ -321,6 +321,7 @@ landingPage:
     - Enforce gates in CI/CD and publish SBOMs to customers as needed.
     - Export audit-ready reports and maintain evidence automatically.
     - Monitor continuously—auto-close resolved items and track drift.
+shortName: AuditForge AI
 ---
 # AuditForge — SBOM, License & OSS Compliance AI
 
diff --git a/startups/aurumflow.mdx b/startups/aurumflow.mdx
index 9e27ddc..eb80798 100644
--- a/startups/aurumflow.mdx
+++ b/startups/aurumflow.mdx
@@ -295,6 +295,7 @@ landingPage:
       Scale: extend to additional circuits and ore domains; train crews and
       refine SOPs.
     - 'Improve: monthly model refresh, KPI reviews, and continuous optimization.'
+shortName: AurumFlow AI
 ---
 # AurumFlow Optimizer — Plant Throughput & Recovery Advisor for Au/Ag Milling & Flotation (NAICS 212220)
 
diff --git a/startups/authpilot.mdx b/startups/authpilot.mdx
index 62908a9..a8fed45 100644
--- a/startups/authpilot.mdx
+++ b/startups/authpilot.mdx
@@ -343,6 +343,7 @@ landingPage:
       Go live with pharmacist-in-the-loop review; monitor accuracy and
       turnaround.
     - Expand coverage and automation; tune analytics and QA rules over time.
+shortName: AuthPilot AI
 ---
 # AuthPilot AI — PA Intake & Draft Decision Support
 
diff --git a/startups/avipack.mdx b/startups/avipack.mdx
index 80b503b..4141318 100644
--- a/startups/avipack.mdx
+++ b/startups/avipack.mdx
@@ -364,6 +364,7 @@ landingPage:
     - Validate on a few live POs and adjust templates if needed.
     - 'Go live: auto-build packs per shipment and ASN.'
     - 'Monitor dashboard, resolve alerts, and export for audits.'
+shortName: AviPack AI
 ---
 # AviPack Compliance AI
 
diff --git a/startups/aviset.mdx b/startups/aviset.mdx
index d5a9192..ee95a54 100644
--- a/startups/aviset.mdx
+++ b/startups/aviset.mdx
@@ -351,6 +351,7 @@ landingPage:
     - >-
       Share automated reports with your integrator and track outcomes across
       flocks.
+shortName: AviSet Optimize
 ---
 # AviSet Optimize
 
diff --git a/startups/awdrrgtn.mdx b/startups/awdrrgtn.mdx
index b598134..f0a46bf 100644
--- a/startups/awdrrgtn.mdx
+++ b/startups/awdrrgtn.mdx
@@ -270,6 +270,7 @@ landingPage:
     - Get a weekly schedule with wet-dry windows and irrigation volumes.
     - 'Receive alerts when to irrigate, hold, or drain based on forecast.'
     - Log events; the model learns and tunes future recommendations.
+shortName: WetDry Rice
 ---
 # AWD Irrigation & Water-Saving Schedule for Rice
 
diff --git a/startups/axleai.mdx b/startups/axleai.mdx
index 4927fe7..3c5a2ff 100644
--- a/startups/axleai.mdx
+++ b/startups/axleai.mdx
@@ -298,6 +298,7 @@ landingPage:
     - Go live; jobs route to best driver
     - Drivers accept in-app; customers get ETAs
     - Monitor KPIs; iterate with policy testing
+shortName: AxleAI Dispatch
 ---
 # AxleAI Dispatch & Load Balancer
 
diff --git a/startups/bagflow.mdx b/startups/bagflow.mdx
index 7cfcdcd..1393493 100644
--- a/startups/bagflow.mdx
+++ b/startups/bagflow.mdx
@@ -298,6 +298,7 @@ landingPage:
     - >-
       Rollout: Expand coverage; tune playbooks and dashboards for all
       stakeholders.
+shortName: BagMatch
 ---
 # BagFlow Resolve (Baggage Reconciliation Exception Resolver)
 
diff --git a/startups/balloonai.mdx b/startups/balloonai.mdx
index 6da4765..de86f7d 100644
--- a/startups/balloonai.mdx
+++ b/startups/balloonai.mdx
@@ -326,6 +326,7 @@ landingPage:
       sampling.
     - Publish and export the complete pack; route for eSignature.
     - Import measurement data and finalize submission.
+shortName: BalloonAI Builder
 ---
 # BalloonAI Pack Builder
 
diff --git a/startups/batch.mdx b/startups/batch.mdx
index 8f29cda..bab2055 100644
--- a/startups/batch.mdx
+++ b/startups/batch.mdx
@@ -3,134 +3,270 @@ name: Batch Traceability Platform
 slug: batch
 domain: batch.ai
 naics:
-  primary: "325212"
-  occupations: ["Quality Control Analyst", "Manufacturing Engineer", "Plant Manager"]
+  primary: '325212'
+  occupations:
+    - Quality Control Analyst
+    - Manufacturing Engineer
+    - Plant Manager
 score:
   remote_on_laptop: 0.3
   model_capability: 0.9
   overall: 0.6
 vmv:
-  vision: "Auditable bale-to-reactor genealogy in minutes, not days."
-  mission: "Transform synthetic rubber traceability with AI-powered genealogy graphs."
-  purpose: "Minimize recall scope and investigation time for synthetic rubber manufacturers."
+  vision: 'Auditable bale-to-reactor genealogy in minutes, not days.'
+  mission: Transform synthetic rubber traceability with AI-powered genealogy graphs.
+  purpose: >-
+    Minimize recall scope and investigation time for synthetic rubber
+    manufacturers.
 leanCanvas:
   problem:
-    - "End-to-end genealogy across reactors, blending, finishing, and packaging is not visible in one place; teams stitch together DCS/SCADA historians, MES, LIMS, ERP, and warehouse data manually, taking 2–10 days to complete an investigation."
-    - "Back-blend/rework and bale aggregation obscure ancestry; lot splits/merges at finishing and packaging create traceability gaps that broaden recall scopes unnecessarily."
-    - "Forward/backward trace to customer ship-to, pallet, and bale level is slow or impossible, driving broad product holds and recalls that can exceed $1–3M per incident including disposal, rework, freight, and customer penalties."
-    - "Automotive and ISO 9001/IATF 16949 traceability expectations require documented, auditable lineage; current evidence packs are time-consuming to compile and error-prone."
-    - "Data-quality and identity issues (clock drift, inconsistent lot IDs, manual logbooks, missing barcodes/RFID scans) prevent reliable linkage across systems."
-    - "Existing MES/ERP genealogy features miss process-level detail (reactor charges, residence time, cleaning cycles), limiting root-cause analysis and containment precision."
-    - "Plants lack a way to simulate recall scenarios preemptively (what-if on suspect RM lots, reactor campaigns, or cleaning failures) to minimize scope and customer impact."
+    - >-
+      End-to-end genealogy across reactors, blending, finishing, and packaging
+      is not visible in one place; teams stitch together DCS/SCADA historians,
+      MES, LIMS, ERP, and warehouse data manually, taking 2–10 days to complete
+      an investigation.
+    - >-
+      Back-blend/rework and bale aggregation obscure ancestry; lot splits/merges
+      at finishing and packaging create traceability gaps that broaden recall
+      scopes unnecessarily.
+    - >-
+      Forward/backward trace to customer ship-to, pallet, and bale level is slow
+      or impossible, driving broad product holds and recalls that can exceed
+      $1–3M per incident including disposal, rework, freight, and customer
+      penalties.
+    - >-
+      Automotive and ISO 9001/IATF 16949 traceability expectations require
+      documented, auditable lineage; current evidence packs are time-consuming
+      to compile and error-prone.
+    - >-
+      Data-quality and identity issues (clock drift, inconsistent lot IDs,
+      manual logbooks, missing barcodes/RFID scans) prevent reliable linkage
+      across systems.
+    - >-
+      Existing MES/ERP genealogy features miss process-level detail (reactor
+      charges, residence time, cleaning cycles), limiting root-cause analysis
+      and containment precision.
+    - >-
+      Plants lack a way to simulate recall scenarios preemptively (what-if on
+      suspect RM lots, reactor campaigns, or cleaning failures) to minimize
+      scope and customer impact.
   solution:
-    - "Unify plant data: prebuilt connectors and a data model that links reactor charges, blends, finishing lines, and packaging events to bale/pallet/customer shipments."
-    - "Automated genealogy builder: graph-based lineage with probabilistic entity-resolution to handle splits/merges, back-blends/reworks, and partial cleanouts."
-    - "Recall simulator: what-if impact analysis by raw-material lots, reactor campaigns, equipment, cleaning windows, or property drifts; outputs minimum viable containment set."
-    - "Operator and quality UI: one-click forward/backward trace to bale/pallet/customer; investigation timeline aligning process parameters, lab results, and events."
-    - "Quality and compliance automation: audit-ready evidence packs, e-signatures, and change/audit trails mapped to ISO 9001/IATF 16949 traceability clauses."
-    - "Near-real-time monitoring: streaming updates from historians and scanners; configurable alerts for suspect lots, cross-contamination risk, and genealogy breaks."
-    - "Enterprise integration: APIs to ERP/MES for hold/release, COA attachment, FEFO rules in WMS, and notifications to CRM/support systems."
-  uniqueValueProp: "From days to minutes: auditable, bale-to-reactor genealogy and recall simulation purpose-built for synthetic rubber—achieving <5-minute forward/backward trace, 30–60% recall scope reduction, and 10x faster investigations—deployed in 12 weeks and integrated with PI/SCADA, MES, LIMS, ERP, and WMS."
-  unfairAdvantage: "A purpose-built, time-aware genealogy graph and entity-resolution models trained on SR process patterns (reactor campaigns, back-blends, split/merge at finishing, bale/pallet hierarchies), plus a recall minimization engine and prebuilt connectors to dominant OT/IT systems—enabling a 12-week go-live with proven KPIs that generic MES/ERP or horizontal analytics platforms struggle to match."
+    - >-
+      Unify plant data: prebuilt connectors and a data model that links reactor
+      charges, blends, finishing lines, and packaging events to
+      bale/pallet/customer shipments.
+    - >-
+      Automated genealogy builder: graph-based lineage with probabilistic
+      entity-resolution to handle splits/merges, back-blends/reworks, and
+      partial cleanouts.
+    - >-
+      Recall simulator: what-if impact analysis by raw-material lots, reactor
+      campaigns, equipment, cleaning windows, or property drifts; outputs
+      minimum viable containment set.
+    - >-
+      Operator and quality UI: one-click forward/backward trace to
+      bale/pallet/customer; investigation timeline aligning process parameters,
+      lab results, and events.
+    - >-
+      Quality and compliance automation: audit-ready evidence packs,
+      e-signatures, and change/audit trails mapped to ISO 9001/IATF 16949
+      traceability clauses.
+    - >-
+      Near-real-time monitoring: streaming updates from historians and scanners;
+      configurable alerts for suspect lots, cross-contamination risk, and
+      genealogy breaks.
+    - >-
+      Enterprise integration: APIs to ERP/MES for hold/release, COA attachment,
+      FEFO rules in WMS, and notifications to CRM/support systems.
+  uniqueValueProp: >-
+    From days to minutes: auditable, bale-to-reactor genealogy and recall
+    simulation purpose-built for synthetic rubber—achieving <5-minute
+    forward/backward trace, 30–60% recall scope reduction, and 10x faster
+    investigations—deployed in 12 weeks and integrated with PI/SCADA, MES, LIMS,
+    ERP, and WMS.
+  unfairAdvantage: >-
+    A purpose-built, time-aware genealogy graph and entity-resolution models
+    trained on SR process patterns (reactor campaigns, back-blends, split/merge
+    at finishing, bale/pallet hierarchies), plus a recall minimization engine
+    and prebuilt connectors to dominant OT/IT systems—enabling a 12-week go-live
+    with proven KPIs that generic MES/ERP or horizontal analytics platforms
+    struggle to match.
   customerSegments:
-    - "Large and mid-sized synthetic rubber manufacturers (NAICS 325212) producing SBR, BR, NBR, EPDM, IIR/CIIR, CR, and SBCs."
-    - "Integrated petrochemical companies with elastomers business units."
-    - "Toll/contract producers of custom elastomers."
-    - "Primary buyers: VP/Director of Manufacturing, Plant Manager, Quality Director, Head of Technical Service, OT/IT Architecture Lead, Regulatory/Compliance Manager."
+    - >-
+      Large and mid-sized synthetic rubber manufacturers (NAICS 325212)
+      producing SBR, BR, NBR, EPDM, IIR/CIIR, CR, and SBCs.
+    - Integrated petrochemical companies with elastomers business units.
+    - Toll/contract producers of custom elastomers.
+    - >-
+      Primary buyers: VP/Director of Manufacturing, Plant Manager, Quality
+      Director, Head of Technical Service, OT/IT Architecture Lead,
+      Regulatory/Compliance Manager.
   channels:
-    - "Direct enterprise sales to VP Manufacturing/Quality and Plant Managers at NA/EU SR producers; pilot-led sales motion with 12-week proofs."
-    - "Alliances with OT/IT ecosystem: AVEVA/OSIsoft, Honeywell, AspenTech, SAP, and LIMS partners; list on partner marketplaces."
-    - "System integrators specializing in petrochemicals for deployment and change management; rev-share for co-selling."
-    - "Account-based marketing focused on ~120 global SR targets; tailored business cases using public production data and recall case studies."
-    - "Industry presence: IISRP membership, ACS Rubber Division, ASTM elastomer committees; speak at traceability/quality forums and contribute best-practice guides."
-    - "Content and enablement: white papers on recall minimization, webinars with a lighthouse plant, and ROI calculators tied to production volumes."
-    - "Land-and-expand: start at one plant/line, add finishing/packaging modules, then roll out multi-plant governance and enterprise analytics."
+    - >-
+      Direct enterprise sales to VP Manufacturing/Quality and Plant Managers at
+      NA/EU SR producers; pilot-led sales motion with 12-week proofs.
+    - >-
+      Alliances with OT/IT ecosystem: AVEVA/OSIsoft, Honeywell, AspenTech, SAP,
+      and LIMS partners; list on partner marketplaces.
+    - >-
+      System integrators specializing in petrochemicals for deployment and
+      change management; rev-share for co-selling.
+    - >-
+      Account-based marketing focused on ~120 global SR targets; tailored
+      business cases using public production data and recall case studies.
+    - >-
+      Industry presence: IISRP membership, ACS Rubber Division, ASTM elastomer
+      committees; speak at traceability/quality forums and contribute
+      best-practice guides.
+    - >-
+      Content and enablement: white papers on recall minimization, webinars with
+      a lighthouse plant, and ROI calculators tied to production volumes.
+    - >-
+      Land-and-expand: start at one plant/line, add finishing/packaging modules,
+      then roll out multi-plant governance and enterprise analytics.
   revenueStreams:
-    - "Annual subscription per site (tiered by number of lines/throughput/data volume): Core $150k, Plus $250k, Enterprise $400k+ ARR."
-    - "Implementation/onboarding per site: $150k–$400k one-time, depending on system landscape and data quality."
-    - "Professional services: data cleansing, custom connectors, change management, and validation—$180–$250/hour or fixed-price packages."
-    - "Premium support/SLA (24x7, dedicated TAM): 15% of ARR uplift."
-    - "Training and certification for plant/IT teams: $10k–$50k per cohort."
-    - "Add-on modules: Recall Simulator Pro, Supplier RM Risk Scoring, Customer Portal integration ($50k–$150k ARR each)."
+    - >-
+      Annual subscription per site (tiered by number of lines/throughput/data
+      volume): Core $150k, Plus $250k, Enterprise $400k+ ARR.
+    - >-
+      Implementation/onboarding per site: $150k–$400k one-time, depending on
+      system landscape and data quality.
+    - >-
+      Professional services: data cleansing, custom connectors, change
+      management, and validation—$180–$250/hour or fixed-price packages.
+    - 'Premium support/SLA (24x7, dedicated TAM): 15% of ARR uplift.'
+    - 'Training and certification for plant/IT teams: $10k–$50k per cohort.'
+    - >-
+      Add-on modules: Recall Simulator Pro, Supplier RM Risk Scoring, Customer
+      Portal integration ($50k–$150k ARR each).
   costStructure:
-    - "R&D: data engineering, graph/ML, connectors, and security (largest fixed cost)."
-    - "Implementation delivery: field engineers, solution architects, and site travel."
-    - "Cloud infrastructure and observability (or on-prem packaging/edge appliances) sized to data rates; target COGS ≤20% of ARR."
-    - "Partner fees and rev-share (10–20%) for SI/channel deals; marketplace listing fees."
-    - "Sales and marketing: enterprise AEs, SEs, ABM, events, and content production."
-    - "Compliance and certifications: SOC 2 Type II, penetration tests, IEC 62443-aligned assessments."
-    - "Liability insurance, customer support, and customer success for renewals/expansion."
-    - "Licenses for graph databases/analytics where applicable."
+    - >-
+      R&D: data engineering, graph/ML, connectors, and security (largest fixed
+      cost).
+    - >-
+      Implementation delivery: field engineers, solution architects, and site
+      travel.
+    - >-
+      Cloud infrastructure and observability (or on-prem packaging/edge
+      appliances) sized to data rates; target COGS ≤20% of ARR.
+    - >-
+      Partner fees and rev-share (10–20%) for SI/channel deals; marketplace
+      listing fees.
+    - >-
+      Sales and marketing: enterprise AEs, SEs, ABM, events, and content
+      production.
+    - >-
+      Compliance and certifications: SOC 2 Type II, penetration tests, IEC
+      62443-aligned assessments.
+    - >-
+      Liability insurance, customer support, and customer success for
+      renewals/expansion.
+    - Licenses for graph databases/analytics where applicable.
   keyMetrics:
-    - "Median time-to-trace (forward/backward) from bale/customer to root lot: target <5 minutes; 90th percentile <15 minutes."
-    - "Auto-link precision/recall: ≥98% after first month; genealogy coverage ≥95% of production volume."
-    - "End-to-end data latency: <2 minutes from event to traceable graph update."
-    - "Recall scope reduction versus baseline: 30–60% reduction in bales/pallets/customers impacted per event."
-    - "Investigation lead-time reduction: from 2–10 days to <4 hours for complex cases."
-    - "User adoption: ≥70% of QA/process engineering teams active weekly; ≥90% monthly active across targeted roles."
-    - "Customer outcomes: reduction in average cost per recall/hold by ≥35%; decrease in material-at-risk hours by ≥50%."
-    - "Business metrics: ACV $250k/site, gross margin ≥75%, NRR ≥120%, CAC payback ≤12 months, logo churn ≤5% annually, implementation cycle ≤12 weeks."
+    - >-
+      Median time-to-trace (forward/backward) from bale/customer to root lot:
+      target <5 minutes; 90th percentile <15 minutes.
+    - >-
+      Auto-link precision/recall: ≥98% after first month; genealogy coverage
+      ≥95% of production volume.
+    - 'End-to-end data latency: <2 minutes from event to traceable graph update.'
+    - >-
+      Recall scope reduction versus baseline: 30–60% reduction in
+      bales/pallets/customers impacted per event.
+    - >-
+      Investigation lead-time reduction: from 2–10 days to <4 hours for complex
+      cases.
+    - >-
+      User adoption: ≥70% of QA/process engineering teams active weekly; ≥90%
+      monthly active across targeted roles.
+    - >-
+      Customer outcomes: reduction in average cost per recall/hold by ≥35%;
+      decrease in material-at-risk hours by ≥50%.
+    - >-
+      Business metrics: ACV $250k/site, gross margin ≥75%, NRR ≥120%, CAC
+      payback ≤12 months, logo churn ≤5% annually, implementation cycle ≤12
+      weeks.
 okrs:
-  - objective: "Achieve sub-5-minute traceability"
+  - objective: Achieve sub-5-minute traceability
     keyResults:
-      - metric: "Median trace time"
-        target: "< 5 minutes"
-      - metric: "90th percentile trace time"
-        target: "< 15 minutes"
-  - objective: "Reduce recall scope significantly"
+      - metric: Median trace time
+        target: < 5 minutes
+      - metric: 90th percentile trace time
+        target: < 15 minutes
+  - objective: Reduce recall scope significantly
     keyResults:
-      - metric: "Recall scope reduction"
-        target: "30-60%"
-      - metric: "Investigation time reduction"
-        target: "10x faster"
+      - metric: Recall scope reduction
+        target: 30-60%
+      - metric: Investigation time reduction
+        target: 10x faster
 storyBrand:
-  character: "Quality Directors and Plant Managers"
-  problem: "Days-long investigations and broad recalls"
-  guide: "AI-powered genealogy platform"
-  plan: "Pilot → Deploy → Scale"
-  callToAction: "Start 12-week pilot"
-  success: "Minutes to trace, minimal recalls"
-  failure: "Million-dollar recall incidents"
+  character: Quality Directors and Plant Managers
+  problem: Days-long investigations and broad recalls
+  guide: AI-powered genealogy platform
+  plan: Pilot → Deploy → Scale
+  callToAction: Start 12-week pilot
+  success: 'Minutes to trace, minimal recalls'
+  failure: Million-dollar recall incidents
 branding:
-  nameIdeas: ["TraceGraph", "BatchFlow", "GenealogyAI"]
-  colors: { primary: "#2563EB", secondary: "#1F2937" }
-  fonts: { heading: "Inter", body: "Inter" }
-  logoPrompt: "Connected nodes representing batch genealogy"
+  nameIdeas:
+    - TraceGraph
+    - BatchFlow
+    - GenealogyAI
+  colors:
+    primary: '#2563EB'
+    secondary: '#1F2937'
+  fonts:
+    heading: Inter
+    body: Inter
+  logoPrompt: Connected nodes representing batch genealogy
 pricing:
   plans:
     - id: core
-      name: "Core"
+      name: Core
       price: 150000
       interval: annually
-      features: ["Single plant", "Basic connectors", "Standard support"]
+      features:
+        - Single plant
+        - Basic connectors
+        - Standard support
     - id: plus
-      name: "Plus"
+      name: Plus
       price: 250000
       interval: annually
-      features: ["Multi-line support", "Advanced analytics", "Priority support"]
+      features:
+        - Multi-line support
+        - Advanced analytics
+        - Priority support
     - id: enterprise
-      name: "Enterprise"
+      name: Enterprise
       price: 400000
       interval: annually
-      features: ["Multi-plant", "Custom connectors", "24/7 support", "Dedicated TAM"]
+      features:
+        - Multi-plant
+        - Custom connectors
+        - 24/7 support
+        - Dedicated TAM
   stripe:
-    productId: ""
+    productId: ''
     priceIds: {}
 prd:
-  summary: "End-to-end synthetic rubber traceability from reactor to customer"
+  summary: End-to-end synthetic rubber traceability from reactor to customer
   scopeMVP:
-    - "Data connectors for PI/SCADA, MES, LIMS, ERP"
-    - "Genealogy graph builder with entity resolution"
-    - "Forward/backward trace UI"
-    - "Basic recall simulation"
-    - "Audit trail generation"
+    - 'Data connectors for PI/SCADA, MES, LIMS, ERP'
+    - Genealogy graph builder with entity resolution
+    - Forward/backward trace UI
+    - Basic recall simulation
+    - Audit trail generation
 experiments:
-  - hypothesis: "Automated genealogy reduces investigation time by 10x"
-    metric: "Investigation completion time"
+  - hypothesis: Automated genealogy reduces investigation time by 10x
+    metric: Investigation completion time
     variantCount: 2
 variants:
-  - name: "Toll manufacturers"
-    changes: ["Multi-customer data isolation", "Customer portal access"]
+  - name: Toll manufacturers
+    changes:
+      - Multi-customer data isolation
+      - Customer portal access
+shortName: Batch Trace
 ---
 
 # Batch Traceability Platform
diff --git a/startups/batchwise.mdx b/startups/batchwise.mdx
index 06d327a..f9bc44d 100644
--- a/startups/batchwise.mdx
+++ b/startups/batchwise.mdx
@@ -303,6 +303,7 @@ landingPage:
     - Review the AI plan for tomorrow; adjust if needed.
     - Print or sync the make sheet to back‑of‑house devices.
     - Track sales and waste—forecasts improve automatically.
+shortName: BatchWise AI
 ---
 # BatchWise AI — Next‑Day Production & Waste Reduction Planner for Retail Bakeries
 
diff --git a/startups/beatpulse.mdx b/startups/beatpulse.mdx
index 9c92486..68e20d1 100644
--- a/startups/beatpulse.mdx
+++ b/startups/beatpulse.mdx
@@ -338,6 +338,7 @@ landingPage:
     - Set alert rules and scoring preferences.
     - Receive ranked leads with briefs and recommended next steps.
     - 'Assign, track progress, and measure impact in your CMS and dashboards.'
+shortName: BeatPulse AI
 ---
 # BeatPulse AI
 
diff --git a/startups/beatslate.mdx b/startups/beatslate.mdx
index e654dfe..1824d8d 100644
--- a/startups/beatslate.mdx
+++ b/startups/beatslate.mdx
@@ -284,6 +284,7 @@ landingPage:
     - Select a track or let AI set tempo; add must-use lines or shots.
     - Review selects and rough-cut options; tweak via drag-and-drop.
     - Export to Avid/Premiere/Resolve; share for notes and finalize.
+shortName: BeatSlate AI
 ---
 # BeatSlate AI
 
diff --git a/startups/beltguard.mdx b/startups/beltguard.mdx
index b46e459..1025838 100644
--- a/startups/beltguard.mdx
+++ b/startups/beltguard.mdx
@@ -308,6 +308,7 @@ landingPage:
     - 'Integrate with SCADA/PLC, radios, and dispatch; train crews in minutes.'
     - Go live and scale across sections; dashboards and weekly insights reports.
     - 'Ongoing monitoring, firmware/AI updates, and SLA-backed support.'
+shortName: BeltGuard AI
 ---
 # BeltGuard AI — Underground Conveyor Anomaly Detection
 
diff --git a/startups/bidflow.mdx b/startups/bidflow.mdx
index 06ae74c..fc6fbf0 100644
--- a/startups/bidflow.mdx
+++ b/startups/bidflow.mdx
@@ -297,6 +297,7 @@ landingPage:
     - Export to Word/Excel/PDF or push to CPQ/ERP.
     - Route for approval and submit to the customer.
     - 'Track revisions, status, and win/loss metrics.'
+shortName: BidFlow AI
 ---
 # BidFlow AI — Pumps & Pressure Control
 
diff --git a/startups/bllsttrc.mdx b/startups/bllsttrc.mdx
index 13d5edd..a02fa41 100644
--- a/startups/bllsttrc.mdx
+++ b/startups/bllsttrc.mdx
@@ -348,6 +348,7 @@ landingPage:
     - Run a recall drill to validate trace accuracy and scope.
     - Go live with real-time monitoring and automated recall kits.
     - Review weekly genealogy health and continuously improve.
+shortName: BallistiTrace AI
 ---
 # BallistiTrace AI
 
diff --git a/startups/blltnfrg.mdx b/startups/blltnfrg.mdx
index 73235da..de6d4b4 100644
--- a/startups/blltnfrg.mdx
+++ b/startups/blltnfrg.mdx
@@ -350,6 +350,7 @@ landingPage:
     - 'Review, redline, and approve with built-in change control'
     - 'Publish to PDF, dealer portal, and email; notify targeted dealers'
     - Track acknowledgments and completions; feed data to warranty and analytics
+shortName: BulletinForge AI
 ---
 # BulletinForge AI
 
diff --git a/startups/blocksense.mdx b/startups/blocksense.mdx
index 5bc4883..1db53e3 100644
--- a/startups/blocksense.mdx
+++ b/startups/blocksense.mdx
@@ -283,6 +283,7 @@ landingPage:
     - >-
       Improve: track avoided downtime, MTBF, quality, and OEE in the ROI
       dashboard.
+shortName: BlockSense Uptime
 ---
 # BlockSense Predictive Maintenance
 
diff --git a/startups/bloomad.mdx b/startups/bloomad.mdx
index 1a453c7..7224d94 100644
--- a/startups/bloomad.mdx
+++ b/startups/bloomad.mdx
@@ -326,6 +326,7 @@ landingPage:
     - Sync your products and mark margins/priorities.
     - 'Choose goals (calls, online orders, walk-ins) and budget.'
     - Launch Autopilot and review the daily results digest.
+shortName: BloomAd Autopilot
 ---
 # BloomAd Autopilot (Google + Meta) for Florists
 
diff --git a/startups/bloombot.mdx b/startups/bloombot.mdx
index ccda00c..5fb2848 100644
--- a/startups/bloombot.mdx
+++ b/startups/bloombot.mdx
@@ -323,6 +323,7 @@ landingPage:
     - Paste one script to add the widget to your website
     - Go live—chat converts visitors into paid orders 24/7
     - Track orders and transcripts directly in your POS/CRM
+shortName: BloomBot AI
 ---
 # BloomBot — AI Chat + Order Intake for Florists
 
diff --git a/startups/bloomroute.mdx b/startups/bloomroute.mdx
index d69c958..0b23893 100644
--- a/startups/bloomroute.mdx
+++ b/startups/bloomroute.mdx
@@ -275,6 +275,7 @@ landingPage:
     - Track routes live and drag‑and‑drop to handle changes
     - Capture proof of delivery and auto‑notify customers
     - Review performance and export delivery confirmations
+shortName: BloomRoute
 ---
 # BloomRoute ETA
 
diff --git a/startups/bndrgrd.mdx b/startups/bndrgrd.mdx
index 0192076..3690d0e 100644
--- a/startups/bndrgrd.mdx
+++ b/startups/bndrgrd.mdx
@@ -301,6 +301,7 @@ landingPage:
     - 'Receive alerts with map links, snapshots, and measured impact areas.'
     - 'Review findings, annotate, and assign corrective actions to site teams.'
     - Export an audit report or push events to your compliance systems.
+shortName: BoundaryGuard AI
 ---
 # BoundaryGuard AI
 
diff --git a/startups/boardwise.mdx b/startups/boardwise.mdx
index a088d5b..ad7f44d 100644
--- a/startups/boardwise.mdx
+++ b/startups/boardwise.mdx
@@ -291,6 +291,7 @@ landingPage:
     - Generate a draft stripboard and schedule
     - Fine-tune with drag-and-drop; lock key days
     - 'Export DOODs, breakdowns, and schedule; share with your team'
+shortName: BoardWise AI
 ---
 # BoardWise AI
 
diff --git a/startups/boltiq.mdx b/startups/boltiq.mdx
index b12fc0b..03c7694 100644
--- a/startups/boltiq.mdx
+++ b/startups/boltiq.mdx
@@ -310,6 +310,7 @@ landingPage:
     - 'Approve changes and publish to ERP, quotes, and storefronts.'
     - Monitor alerts and KPIs; iterate with scenarios.
     - Scale to new suppliers and customers in minutes.
+shortName: BoltIQ Pricing
 ---
 # BoltIQ Pricing
 
diff --git a/startups/boltiq2.mdx b/startups/boltiq2.mdx
index 70e9234..ce0caab 100644
--- a/startups/boltiq2.mdx
+++ b/startups/boltiq2.mdx
@@ -345,6 +345,7 @@ landingPage:
       ERP/EDI
     - Go live with exception-based buying and automated replenishment
     - Track results and continuously improve with feedback learning
+shortName: BoltIQ Replenish
 ---
 # BoltIQ Demand & Replenishment
 
diff --git a/startups/bomguard.mdx b/startups/bomguard.mdx
index 9612c80..75cc59a 100644
--- a/startups/bomguard.mdx
+++ b/startups/bomguard.mdx
@@ -283,6 +283,7 @@ landingPage:
     - Review flagged mismatches and suggested fixes with impact analysis.
     - Approve and sync updates; auto-generate ECO documentation and logs.
     - Schedule continuous checks and alerts for new or revised designs.
+shortName: BOMGuard
 ---
 # BOMGuard FP (CAD-to-BOM Consistency Checker)
 
diff --git a/startups/brf2mssng.mdx b/startups/brf2mssng.mdx
index 906588e..a1a01e7 100644
--- a/startups/brf2mssng.mdx
+++ b/startups/brf2mssng.mdx
@@ -293,6 +293,7 @@ landingPage:
     - 'Compare: review heatmaps, stack diagrams, and trade-offs.'
     - 'Iterate: tweak constraints and regenerate in seconds.'
     - 'Export & share: push to BIM/CAD and send the option pack.'
+shortName: Massing AI
 ---
 # Brief2Massing AI
 
diff --git a/startups/broileriq.mdx b/startups/broileriq.mdx
index bd751c3..c858283 100644
--- a/startups/broileriq.mdx
+++ b/startups/broileriq.mdx
@@ -360,6 +360,7 @@ landingPage:
       Go live: auto-refresh price lists and let the copilot draft quotes;
       approve exceptions.
     - 'Track KPIs—margin, turns, and quote win rate—and fine-tune rules.'
+shortName: Broiler IQ
 ---
 # BroilerIQ
 
diff --git a/startups/buildcast.mdx b/startups/buildcast.mdx
index c875dc3..eabf52b 100644
--- a/startups/buildcast.mdx
+++ b/startups/buildcast.mdx
@@ -305,6 +305,7 @@ landingPage:
     - Approve suggested orders; export or auto‑create POs in ERP
     - Enable transfer recommendations and automate low‑risk items
     - Monitor KPIs and resolve exceptions in a daily workflow
+shortName: BuildCast AI
 ---
 # BuildCast AI
 
diff --git a/startups/bunwise.mdx b/startups/bunwise.mdx
index d979290..42cee83 100644
--- a/startups/bunwise.mdx
+++ b/startups/bunwise.mdx
@@ -300,6 +300,7 @@ landingPage:
     - 'Review layouts, yields, and schedule conflicts'
     - 'Publish programs, labels, and pick-lists to the floor'
     - 'Track execution, capture feedback, and continuously improve'
+shortName: BunWise
 ---
 # BunWise Nesting & Scheduler (for NAICS 326150)
 
diff --git a/startups/buyermatch.mdx b/startups/buyermatch.mdx
index 1d7fa4f..bd63034 100644
--- a/startups/buyermatch.mdx
+++ b/startups/buyermatch.mdx
@@ -296,6 +296,7 @@ landingPage:
     - Build an optimized multi-stop tour in seconds
     - Share the itinerary; auto-send invites and driving links
     - Track outcomes and refine profiles for even better matches
+shortName: BuyerMatch
 ---
 # BuyerMatch Concierge
 
diff --git a/startups/cabcall.mdx b/startups/cabcall.mdx
index b9e8df7..c351e0a 100644
--- a/startups/cabcall.mdx
+++ b/startups/cabcall.mdx
@@ -296,6 +296,7 @@ landingPage:
     - 'Train with sample dialogs, intents, and FAQs.'
     - Set escalation rules and agent handoffs.
     - 'Go live, monitor metrics, and fine-tune in dashboard.'
+shortName: CabCall AI
 ---
 # CabCall AI — Dispatch & Booking Assistant
 
diff --git a/startups/cacaocut.mdx b/startups/cacaocut.mdx
index b66cf41..26b9cee 100644
--- a/startups/cacaocut.mdx
+++ b/startups/cacaocut.mdx
@@ -289,6 +289,7 @@ landingPage:
       Decide: Compare to your specs; auto‑generate pass/fail and supplier
       feedback.
     - 'Integrate: Sync results via API to release, re‑route, or request resample.'
+shortName: CacaoCut IQ
 ---
 # CacaoCut IQ
 
diff --git a/startups/cacaopilot.mdx b/startups/cacaopilot.mdx
index d800c0d..7eeba2e 100644
--- a/startups/cacaopilot.mdx
+++ b/startups/cacaopilot.mdx
@@ -405,6 +405,7 @@ landingPage:
       Review and optimize with scenarios (promos, capacity tweaks, supplier
       changes).
     - Publish POs/WO schedules and monitor alerts; iterate weekly.
+shortName: CacaoPilot
 ---
 # CacaoPilot — SKU Forecasting & Production Co‑Pilot
 
diff --git a/startups/cadence.mdx b/startups/cadence.mdx
index 1aecc75..deee307 100644
--- a/startups/cadence.mdx
+++ b/startups/cadence.mdx
@@ -286,6 +286,7 @@ landingPage:
     - >-
       Refine seasonality tags (school cycles, holidays) for continuous
       improvement
+shortName: Cadence Inventory AI
 ---
 # Cadence Inventory AI
 
diff --git a/startups/calltime.mdx b/startups/calltime.mdx
index ae7ce1e..71b9582 100644
--- a/startups/calltime.mdx
+++ b/startups/calltime.mdx
@@ -306,6 +306,7 @@ landingPage:
     - Sync to calendars and collect confirmations.
     - Push real‑time updates; everyone sees the latest version.
     - Export reports and wrap documents.
+shortName: CallTime AI
 ---
 # CallTime AI — Schedule Optimizer & Call Sheet Auto-Builder
 
diff --git a/startups/candling.mdx b/startups/candling.mdx
index 7f5577f..3815089 100644
--- a/startups/candling.mdx
+++ b/startups/candling.mdx
@@ -260,6 +260,7 @@ landingPage:
     - Run quick calibration; validate with a short pilot on your line.
     - 'Go live: real-time scoring and automatic forecast updates.'
     - Monitor dashboards and alerts; refine with feedback and retraining.
+shortName: Candling AI
 ---
 # Candling AI: Fertility & Early Mortality Estimator
 
diff --git a/startups/cansight.mdx b/startups/cansight.mdx
index 9f03cc2..fe72668 100644
--- a/startups/cansight.mdx
+++ b/startups/cansight.mdx
@@ -305,6 +305,7 @@ landingPage:
     - 'Alert: set thresholds; route notifications; auto-create work orders.'
     - 'Improve: review insights, run experiments, and track verified gains.'
     - 'Scale: replicate templates across lines and plants.'
+shortName: CanSight AI
 ---
 # CanSight AI — Real-time OEE & Loss Tree for Metal Can Lines
 
diff --git a/startups/canvasq.mdx b/startups/canvasq.mdx
index 4f5d0ad..7cfea40 100644
--- a/startups/canvasq.mdx
+++ b/startups/canvasq.mdx
@@ -349,6 +349,7 @@ landingPage:
       copy.
     - 'Publish: export/push to your systems and channels in one click.'
     - 'Track: dashboard shows time saved and data quality gains.'
+shortName: CanvasQ ArtOps
 ---
 # CanvasQ — AI Artwork Intake, Cataloging & Listing Starter Pack
 
diff --git a/startups/capacity.mdx b/startups/capacity.mdx
index ebd8821..a24b7d5 100644
--- a/startups/capacity.mdx
+++ b/startups/capacity.mdx
@@ -326,6 +326,7 @@ landingPage:
     - >-
       Monitor WIP from inbox updates and export final POs and schedules to your
       systems.
+shortName: Apparel Capacity Copilot
 ---
 # Capacity Co-Pilot for Apparel (NAICS 315990)
 
diff --git a/startups/capex.mdx b/startups/capex.mdx
index 7c4737f..67bb672 100644
--- a/startups/capex.mdx
+++ b/startups/capex.mdx
@@ -290,6 +290,7 @@ landingPage:
     - Review the ranked plan on map and list; run what‑if scenarios.
     - Approve investments and auto‑generate business cases/work orders.
     - Track KPI impact and ROI; replan continuously.
+shortName: CAPEX Navigator
 ---
 # CAPEX Navigator AI
 
diff --git a/startups/cascadeiq.mdx b/startups/cascadeiq.mdx
index aa86eae..2c6565e 100644
--- a/startups/cascadeiq.mdx
+++ b/startups/cascadeiq.mdx
@@ -294,6 +294,7 @@ landingPage:
     - 'Review, comment, and approve with governance controls'
     - Publish to your PM/OKR tools and BI platform
     - Track progress and iterate each quarter with one click
+shortName: Cascade IQ
 ---
 # CascadeIQ
 
diff --git a/startups/castguard.mdx b/startups/castguard.mdx
index 5b1cde2..79b3103 100644
--- a/startups/castguard.mdx
+++ b/startups/castguard.mdx
@@ -311,6 +311,7 @@ landingPage:
       adherence)
     - Scale plant‑wide; tune models; activate inventory optimization
     - Quarterly reviews with reliability engineers for continuous improvement
+shortName: CastGuard AI
 ---
 # CastGuard AI
 
diff --git a/startups/castquote.mdx b/startups/castquote.mdx
index 01bc871..130ad6a 100644
--- a/startups/castquote.mdx
+++ b/startups/castquote.mdx
@@ -382,6 +382,7 @@ landingPage:
     - >-
       Track status, manage revisions, and learn from outcomes to continuously
       improve accuracy
+shortName: CastQuote AI
 ---
 # CastQuote Autopilot (RFQ-to-Quote AI for Nonferrous Die Casting)
 
diff --git a/startups/castrca.mdx b/startups/castrca.mdx
index f0a3f57..da3b385 100644
--- a/startups/castrca.mdx
+++ b/startups/castrca.mdx
@@ -335,6 +335,7 @@ landingPage:
     - Run a focused validation experiment and lock in the winning recipe
     - Expand to additional cells and defect modes
     - Review results monthly and keep models fresh as dies and conditions change
+shortName: CastRCA AI
 ---
 # CastRCA AI — Scrap & Defect Root-Cause Analyzer for Nonferrous Die Casting
 
diff --git a/startups/castwise.mdx b/startups/castwise.mdx
index bca7795..3ed6d86 100644
--- a/startups/castwise.mdx
+++ b/startups/castwise.mdx
@@ -389,6 +389,7 @@ landingPage:
     - Generate the AI draft PFMEA and linked Control Plan in minutes.
     - 'Route to SMEs for edits, approvals, and sign‑off.'
     - Export the PPAP package and publish controls to the shop floor.
+shortName: CastWISE AI
 ---
 # CastWISE — PFMEA & Control Plan Assistant for Nonferrous Die Casting
 
diff --git a/startups/catering.mdx b/startups/catering.mdx
index 85f8aba..f772973 100644
--- a/startups/catering.mdx
+++ b/startups/catering.mdx
@@ -316,6 +316,7 @@ landingPage:
     - Test a few common order flows end‑to‑end
     - Go live and track quotes in the dashboard
     - Refine upsells and automations based on results
+shortName: Bakery Butler AI
 ---
 # Catering & Preorder Sales Concierge — AI service for Retail Bakeries
 
diff --git a/startups/cell.mdx b/startups/cell.mdx
index 60ceafb..64500cc 100644
--- a/startups/cell.mdx
+++ b/startups/cell.mdx
@@ -299,6 +299,7 @@ landingPage:
     - Pilot on selected clusters with A/B and change controls
     - 'Review results, tune policies, and scale network‑wide'
     - Automate finance and ESG reporting with verified savings
+shortName: TowerPower AI
 ---
 # Cell Site Energy Optimizer (CSEO)
 
diff --git a/startups/cellguard.mdx b/startups/cellguard.mdx
index ff05790..7b22968 100644
--- a/startups/cellguard.mdx
+++ b/startups/cellguard.mdx
@@ -306,6 +306,7 @@ landingPage:
       Monitor post-change KPIs; auto-close or propose revert if degradation
       persists.
     - Review reports and continuously refine policies and thresholds.
+shortName: CellGuard AI
 ---
 # CellGuard AI — RAN Anomaly Detector & Self-Healing Recommender
 
diff --git a/startups/chainlift.mdx b/startups/chainlift.mdx
index 75fced7..5393d92 100644
--- a/startups/chainlift.mdx
+++ b/startups/chainlift.mdx
@@ -318,6 +318,7 @@ landingPage:
     - Approve and export to your title production system and deliverables.
     - Run a bring-down search before closing; auto-refresh schedules.
     - Archive the file with complete audit trail and evidence package.
+shortName: ChainLift AI
 ---
 # ChainLift AI — Title Search & Commitment Automation
 
diff --git a/startups/change.mdx b/startups/change.mdx
index 6c89796..b0b11a3 100644
--- a/startups/change.mdx
+++ b/startups/change.mdx
@@ -272,6 +272,7 @@ landingPage:
     - 'Review, tweak scope/price, and send for approval'
     - Customer signs and pays; updates post to budget and schedule
     - Track variances and margin in real time
+shortName: COVA Siding
 ---
 # Change Order & Variance Assistant (COVA) for Siding Contractors
 
diff --git a/startups/changeoveriq.mdx b/startups/changeoveriq.mdx
index a54ba5d..465f130 100644
--- a/startups/changeoveriq.mdx
+++ b/startups/changeoveriq.mdx
@@ -342,6 +342,7 @@ landingPage:
       Go live: publish run lists and alerts; enable rapid re-planning and
       what-ifs.
     - Scale across plants and suppliers; continuously refine changeover models.
+shortName: ChangeoverIQ
 ---
 # ChangeoverIQ — Production Scheduling Assistant for Metal Can Manufacturing
 
diff --git a/startups/charter.mdx b/startups/charter.mdx
index c453d6c..a830c19 100644
--- a/startups/charter.mdx
+++ b/startups/charter.mdx
@@ -315,6 +315,7 @@ landingPage:
     - Generate and send the quote
     - Track opens and revisions; capture approvals
     - Convert accepted quotes to trips and sync with ops
+shortName: CharterIQ
 ---
 # Charter Quote & Feasibility Agent (CQFA)
 
diff --git a/startups/chauffeurai.mdx b/startups/chauffeurai.mdx
index df6f154..a4089b5 100644
--- a/startups/chauffeurai.mdx
+++ b/startups/chauffeurai.mdx
@@ -324,6 +324,7 @@ landingPage:
     - 'Activate channels: port a phone number, add the web widget, enable SMS.'
     - 'Test end-to-end flows in sandbox; review quotes, bookings, and receipts.'
     - Go live with 24/7 coverage; monitor dashboards and fine-tune weekly.
+shortName: Chauffeur AI
 ---
 # ChauffeurAI — 24/7 Booking & Quoting Agent
 
diff --git a/startups/chillroute.mdx b/startups/chillroute.mdx
index f0054b5..4dfb9e6 100644
--- a/startups/chillroute.mdx
+++ b/startups/chillroute.mdx
@@ -311,6 +311,7 @@ landingPage:
     - Export picks and BOLs; dispatch routes to drivers/carriers
     - Track execution and exceptions; auto‑replan on the fly
     - 'Measure OTIF, miles, spoilage, and cost‑to‑serve—continuously improve'
+shortName: ChillRoute AI
 ---
 # ChillRoute AI — Cold-Chain Load Building and Route Optimization for Poultry Wholesalers
 
diff --git a/startups/chillsense.mdx b/startups/chillsense.mdx
index 4563a9a..b4f089b 100644
--- a/startups/chillsense.mdx
+++ b/startups/chillsense.mdx
@@ -297,6 +297,7 @@ landingPage:
       on-hand stock.
     - Schedule at the right window; auto-notify vendors and techs.
     - Track outcomes and ROI; replicate to more lines and sites.
+shortName: ChillSense AI
 ---
 # ChillSense AI — Predictive Maintenance for Ice Manufacturing
 
diff --git a/startups/chngvrpt.mdx b/startups/chngvrpt.mdx
index 60bd2de..4c305d2 100644
--- a/startups/chngvrpt.mdx
+++ b/startups/chngvrpt.mdx
@@ -323,6 +323,7 @@ landingPage:
     - >-
       Monitor execution and re‑optimize on new orders, downtime, or yield
       changes.
+shortName: ChemShift
 ---
 # ChangeoverOpt — Lightweight APS for Basic Organic Chemicals (NAICS 325199)
 
diff --git a/startups/chrmtcflw.mdx b/startups/chrmtcflw.mdx
index 87d5db9..c16f533 100644
--- a/startups/chrmtcflw.mdx
+++ b/startups/chrmtcflw.mdx
@@ -327,6 +327,7 @@ landingPage:
     - 'Run the optimizer to generate a feasible, ranked schedule.'
     - 'Review, tweak, and lock the plan; publish to production.'
     - Monitor execution and reoptimize as conditions change.
+shortName: ChromaticFlow AI
 ---
 # ChromaticFlow AI — Production Schedule & Changeover Optimizer for Printing Inks
 
diff --git a/startups/chrmtcfrg.mdx b/startups/chrmtcfrg.mdx
index d0869fb..67909ea 100644
--- a/startups/chrmtcfrg.mdx
+++ b/startups/chrmtcfrg.mdx
@@ -281,6 +281,7 @@ landingPage:
     - Generate renders and review variants in one grid.
     - 'Share links, collect feedback, iterate instantly.'
     - 'Export assets to your DAM, PIM, or test platform.'
+shortName: ChromaticForge
 ---
 # ChromaticForge — CMF Palette & Photoreal Render Pack
 
diff --git a/startups/chromaiq.mdx b/startups/chromaiq.mdx
index 4e833e1..fad1454 100644
--- a/startups/chromaiq.mdx
+++ b/startups/chromaiq.mdx
@@ -305,6 +305,7 @@ landingPage:
     - >-
       Export CMYK values/DeviceLink, share client proof, or push to your RIP via
       API.
+shortName: ChromAIQ
 ---
 # ChromAIQ — Spot-to-CMYK & Color Compliance Assistant
 
diff --git a/startups/cicd.mdx b/startups/cicd.mdx
index 3c770ce..f7180e8 100644
--- a/startups/cicd.mdx
+++ b/startups/cicd.mdx
@@ -336,6 +336,7 @@ landingPage:
     - Receive an audit with projected time and cost savings
     - Apply fixes via auto-generated PRs with canary safeguards
     - Monitor outcomes and enforce policies across all pipelines
+shortName: PipelinePilot AI
 ---
 # CI/CD Pipeline Optimizer — AI service for Software Publishers (NAICS 513210)
 
diff --git a/startups/cladcalc.mdx b/startups/cladcalc.mdx
index 38b7e92..1eaf7f3 100644
--- a/startups/cladcalc.mdx
+++ b/startups/cladcalc.mdx
@@ -299,6 +299,7 @@ landingPage:
     - AI measures elevations and builds the takeoff
     - 'Review highlights, adjust counts, and approve'
     - Generate BOM and export to your estimate or PO
+shortName: CladCalc AI
 ---
 # CladCalc AI
 
diff --git a/startups/cladsign.mdx b/startups/cladsign.mdx
index 2b63c23..dee182a 100644
--- a/startups/cladsign.mdx
+++ b/startups/cladsign.mdx
@@ -281,6 +281,7 @@ landingPage:
       Send the proposal with built‑in e‑signature; auto‑reminders handle
       follow‑up.
     - Get the signature; collect deposit and push to production ordering.
+shortName: CladSign AI
 ---
 # CladSign — AI Proposal & E‑Sign for Siding Contractors
 
diff --git a/startups/claimflux.mdx b/startups/claimflux.mdx
index 8196fa6..92b1dde 100644
--- a/startups/claimflux.mdx
+++ b/startups/claimflux.mdx
@@ -320,6 +320,7 @@ landingPage:
       Go live: stream structured JSON to your system and monitor in the
       dashboard
     - 'Continuously improve: review exceptions—models learn from feedback'
+shortName: ClaimFlux AI
 ---
 # ClaimFlux AI
 
diff --git a/startups/claimpilot.mdx b/startups/claimpilot.mdx
index 6f07638..640382d 100644
--- a/startups/claimpilot.mdx
+++ b/startups/claimpilot.mdx
@@ -388,6 +388,7 @@ landingPage:
     - 'Capture loss details: what/when/where; parties, photos, reports'
     - 'Triage & recommend: severity score, reserves, next-best action'
     - 'Create & route: claim number issued; assignment and notifications sent'
+shortName: ClaimPilot
 ---
 # ClaimPilot FNOL & Triage
 
diff --git a/startups/claimsight.mdx b/startups/claimsight.mdx
index 48f2340..9b08477 100644
--- a/startups/claimsight.mdx
+++ b/startups/claimsight.mdx
@@ -345,6 +345,7 @@ landingPage:
     - 'Configure validation rules, routing, and review thresholds.'
     - 'Run a pilot on live claims; measure cycle time, accuracy, and STP rate.'
     - Go live with auto-posting; expand across teams and vendors.
+shortName: ClaimSight AI
 ---
 # ClaimSight Extractor
 
diff --git a/startups/claywise.mdx b/startups/claywise.mdx
index 883c6a0..454a1c5 100644
--- a/startups/claywise.mdx
+++ b/startups/claywise.mdx
@@ -319,6 +319,7 @@ landingPage:
     - 'Review predicted KPIs, sensitivity, and robustness; select trials.'
     - Auto-create DOE and batch sheets; run minimal kiln cycles.
     - Feed back results to continuously improve models and recommendations.
+shortName: ClayWise
 ---
 # ClayWise Optimizer
 
diff --git a/startups/cleanrun.mdx b/startups/cleanrun.mdx
index d3e6352..dec6f6d 100644
--- a/startups/cleanrun.mdx
+++ b/startups/cleanrun.mdx
@@ -315,6 +315,7 @@ landingPage:
     - 'Review, drag-and-drop adjust, and lock critical runs'
     - Publish run sheets and sanitation windows to the floor
     - Track execution; auto re-plan on changes; measure savings
+shortName: CleanRun AI
 ---
 # CleanRun AI — Allergen & Sanitation Sequencing Optimizer
 
diff --git a/startups/clearcrust.mdx b/startups/clearcrust.mdx
index 34e2fcc..f30543a 100644
--- a/startups/clearcrust.mdx
+++ b/startups/clearcrust.mdx
@@ -291,6 +291,7 @@ landingPage:
     - 'Pick channels: POS, online, SMS, QR signage.'
     - Go live 2–3 hours before close with auto markdowns.
     - Review results daily and fine‑tune with one click.
+shortName: ClearCrust
 ---
 # ClearCrust — Dynamic Markdown & Closing‑Time Clearance Agent for Retail Bakeries
 
diff --git a/startups/clearexport.mdx b/startups/clearexport.mdx
index bed9f48..a8e56de 100644
--- a/startups/clearexport.mdx
+++ b/startups/clearexport.mdx
@@ -326,6 +326,7 @@ landingPage:
       explanations.
     - Review and approve; route to counsel for edge cases.
     - Export with confidence; records auto‑generated and recipients monitored.
+shortName: ClearExport AI
 ---
 # ClearExport AI
 
diff --git a/startups/clearframe.mdx b/startups/clearframe.mdx
index 8b83be8..ef4626b 100644
--- a/startups/clearframe.mdx
+++ b/startups/clearframe.mdx
@@ -346,6 +346,7 @@ landingPage:
       Export pass/fail reports and compliance certificates; auto-deliver to
       partners.
     - 'Track versions and audits across titles, seasons, and territories.'
+shortName: ClearFrame AI
 ---
 # ClearFrame Compliance AI
 
diff --git a/startups/clearresolve.mdx b/startups/clearresolve.mdx
index b96e94f..4a02b7b 100644
--- a/startups/clearresolve.mdx
+++ b/startups/clearresolve.mdx
@@ -313,6 +313,7 @@ landingPage:
     - >-
       Dashboards and exports track performance, QA outcomes, and audit
       readiness.
+shortName: ClearResolve
 ---
 # ClearResolve Sanctions — False-Positive Resolver for OFAC/SDN
 
diff --git a/startups/clearsettle.mdx b/startups/clearsettle.mdx
index 5e3b45f..bba3151 100644
--- a/startups/clearsettle.mdx
+++ b/startups/clearsettle.mdx
@@ -367,6 +367,7 @@ landingPage:
     - >-
       Post‑closing, track payoff confirmations and lien release milestones in
       one trail.
+shortName: ClearSettle AI
 ---
 # ClearSettle AI — Payoff & HOA Estoppel Agent
 
diff --git a/startups/climate.mdx b/startups/climate.mdx
index be9ff75..2326a49 100644
--- a/startups/climate.mdx
+++ b/startups/climate.mdx
@@ -304,6 +304,7 @@ landingPage:
     - Review recommended 24–72h setpoints and outcomes.
     - Approve and sync; choose auto or manual apply.
     - Monitor KPIs; adjust objectives; export reports.
+shortName: Setpoint AI
 ---
 # Climate–Energy Setpoint Optimizer (CESO)
 
diff --git a/startups/clmsntnl.mdx b/startups/clmsntnl.mdx
index e5676ae..9483ef4 100644
--- a/startups/clmsntnl.mdx
+++ b/startups/clmsntnl.mdx
@@ -328,6 +328,7 @@ landingPage:
     - Tune thresholds and workflows; enable champion/challenger testing.
     - Go live for FNOL and in-flight claims; auto-route high-risk cases to SIU.
     - Review dashboards weekly; capture SIU outcomes to retrain and improve.
+shortName: ClaimSentinel AI
 ---
 # ClaimSentinel AI
 
diff --git a/startups/cncrouter.mdx b/startups/cncrouter.mdx
index 99f22ee..84396f1 100644
--- a/startups/cncrouter.mdx
+++ b/startups/cncrouter.mdx
@@ -300,6 +300,7 @@ landingPage:
     - Generate toolpaths; preview and make quick adjustments if needed
     - Export G-code and setup sheets; send to the router
     - Save as a template or batch-process similar parts
+shortName: CNC Toolpath AI
 ---
 # CNC Router Program Assistant (2.5D)
 
diff --git a/startups/coatcast.mdx b/startups/coatcast.mdx
index 75e56eb..35bdd0a 100644
--- a/startups/coatcast.mdx
+++ b/startups/coatcast.mdx
@@ -286,6 +286,7 @@ landingPage:
     - Validate forecasts and replenishment in a sandbox
     - 'Go live: publish POs and transfers back to ERP'
     - Monitor KPIs and exceptions; iterate automatically
+shortName: CoatCast AI
 ---
 # CoatCast AI
 
diff --git a/startups/coatcomply.mdx b/startups/coatcomply.mdx
index fc744c8..154f288 100644
--- a/startups/coatcomply.mdx
+++ b/startups/coatcomply.mdx
@@ -332,6 +332,7 @@ landingPage:
     - >-
       Monitor the compliance dashboard; receive change alerts and audit-ready
       reports.
+shortName: CoatComply AI
 ---
 # CoatComply SDS/TDS AI
 
diff --git a/startups/coaterguard.mdx b/startups/coaterguard.mdx
index 25b70f6..01bd7d9 100644
--- a/startups/coaterguard.mdx
+++ b/startups/coaterguard.mdx
@@ -322,6 +322,7 @@ landingPage:
     - >-
       Monitor and Improve: Track outcomes, tune models, and schedule maintenance
       proactively.
+shortName: CoaterGuard AI
 ---
 # CoaterGuard AI — Recipe & Run Card Validator
 
diff --git a/startups/coatguard.mdx b/startups/coatguard.mdx
index 51bdd80..9df0e46 100644
--- a/startups/coatguard.mdx
+++ b/startups/coatguard.mdx
@@ -308,6 +308,7 @@ landingPage:
     - >-
       Monitor margin lift and exceptions; iterate rules and sync updates back to
       ERP.
+shortName: CoatGuard AI
 ---
 # CoatGuard Pricing AI
 
diff --git a/startups/coatsense.mdx b/startups/coatsense.mdx
index 2ca8b3c..857ed9d 100644
--- a/startups/coatsense.mdx
+++ b/startups/coatsense.mdx
@@ -331,6 +331,7 @@ landingPage:
     - Deploy substitution widget to order entry and web checkout.
     - Review impact dashboards; approve changes with one click.
     - Iterate monthly or on demand.
+shortName: CoatSense AI
 ---
 # CoatSense AI
 
diff --git a/startups/cocoasight.mdx b/startups/cocoasight.mdx
index 7ebc8ae..729fd4e 100644
--- a/startups/cocoasight.mdx
+++ b/startups/cocoasight.mdx
@@ -345,6 +345,7 @@ landingPage:
     - >-
       Report OEE, downtime, and scrap avoided; continuously improve with
       feedback.
+shortName: CocoaSight AI
 ---
 # CocoaSight AI
 
diff --git a/startups/coldchain.mdx b/startups/coldchain.mdx
index 2e03ebf..1c2b001 100644
--- a/startups/coldchain.mdx
+++ b/startups/coldchain.mdx
@@ -281,6 +281,7 @@ landingPage:
     - Review the auto-built claim pack; edit if needed.
     - Submit to carrier/supplier and track resolution in one place.
     - Analyze trends and implement fixes to prevent future losses.
+shortName: ColdClaims AI
 ---
 # ColdChain Claims AI (for Poultry Wholesalers)
 
diff --git a/startups/coldsentinel.mdx b/startups/coldsentinel.mdx
index 2637081..82f292c 100644
--- a/startups/coldsentinel.mdx
+++ b/startups/coldsentinel.mdx
@@ -299,6 +299,7 @@ landingPage:
     - Monitor in real time; detect excursions and estimate shelf-life impact.
     - Trigger automated rework/reroute/quarantine and generate claim packets.
     - 'Track savings, resolve root causes, and continuously optimize.'
+shortName: ColdSentinel AI
 ---
 # ColdSentinel AI
 
diff --git a/startups/complypack.mdx b/startups/complypack.mdx
index 7ccc43b..ca06d6d 100644
--- a/startups/complypack.mdx
+++ b/startups/complypack.mdx
@@ -338,6 +338,7 @@ landingPage:
     - Route for review and e‑sign approvals; lock the technical file.
     - Release labels to manufacturing and attach pack to work order/serial.
     - Export auditor‑ready packs and ship with confidence.
+shortName: ComplyPack AI
 ---
 # ComplyPack AI for Outdoor Power Equipment
 
diff --git a/startups/compressor.mdx b/startups/compressor.mdx
index a2068c2..fa2035d 100644
--- a/startups/compressor.mdx
+++ b/startups/compressor.mdx
@@ -300,6 +300,7 @@ landingPage:
       writeback.
     - 'Report: Auto-generate efficiency and emissions savings with audit trails.'
     - 'Scale: Template to new stations and roll up fleet-level KPIs.'
+shortName: EcoCompress AI
 ---
 # Compressor Optimization & Emissions Monitor — AI service for Natural Gas Extraction (NAICS 211130)
 
diff --git a/startups/conceptboard.mdx b/startups/conceptboard.mdx
index 7cebc3a..b9909b0 100644
--- a/startups/conceptboard.mdx
+++ b/startups/conceptboard.mdx
@@ -297,6 +297,7 @@ landingPage:
       5) Compose sheets: auto-layout hero images, orthos, callouts, pros/cons,
       feasibility.
     - '6) Share & export: send review links or export to PDF/Slides/FigJam.'
+shortName: ConceptBoard AI
 ---
 # ConceptBoard AI
 
diff --git a/startups/confecthedge.mdx b/startups/confecthedge.mdx
index 1f5dfcb..990815d 100644
--- a/startups/confecthedge.mdx
+++ b/startups/confecthedge.mdx
@@ -325,6 +325,7 @@ landingPage:
     - Receive daily market brief and actionable recommendations.
     - Approve hedges; auto-ticket to connected brokers/ETRM/ERP.
     - 'Track coverage, MTM, and performance versus budget.'
+shortName: ConfectHedge AI
 ---
 # ConfectHedge AI
 
diff --git a/startups/convertiq.mdx b/startups/convertiq.mdx
index 0b63f1c..e52eb94 100644
--- a/startups/convertiq.mdx
+++ b/startups/convertiq.mdx
@@ -306,6 +306,7 @@ landingPage:
     - 'Publish: Send work‑to lists to the floor; print or push to MES/boards.'
     - 'Run: Handle day‑of changes—drag, drop, and reoptimize in seconds.'
     - 'Improve: Track KPIs, tune rules, and scale to additional cells/plants.'
+shortName: ConvertIQ
 ---
 # ConvertIQ Scheduler
 
diff --git a/startups/conveyiq.mdx b/startups/conveyiq.mdx
index aec3333..388d1d9 100644
--- a/startups/conveyiq.mdx
+++ b/startups/conveyiq.mdx
@@ -300,6 +300,7 @@ landingPage:
     - 'Detect: AI flags early degradation with severity, confidence, and RUL'
     - 'Act: prioritized work orders flow to CMMS with tasks, parts, and SLA cues'
     - 'Improve: track avoided downtime and savings; refine rules and thresholds'
+shortName: ConveyIQ Predict
 ---
 # ConveyIQ Predict
 
diff --git a/startups/conveyopt.mdx b/startups/conveyopt.mdx
index 2f10b59..5939ab3 100644
--- a/startups/conveyopt.mdx
+++ b/startups/conveyopt.mdx
@@ -327,6 +327,7 @@ landingPage:
     - >-
       Review weekly; the model adapts to product mix, shift patterns, and
       seasonal demand
+shortName: ConveyOpt AI
 ---
 # ConveyOpt AI
 
diff --git a/startups/coreplan.mdx b/startups/coreplan.mdx
index 58d9a71..88ace1b 100644
--- a/startups/coreplan.mdx
+++ b/startups/coreplan.mdx
@@ -278,6 +278,7 @@ landingPage:
       efficiency.
     - 'Refine: pin spaces, adjust corridors, lock cores, and regenerate.'
     - 'Approve and export to Revit/DWG with rooms, walls, tags, and schedules.'
+shortName: CorePlan AI
 ---
 # CorePlan AI
 
diff --git a/startups/cornsentinel.mdx b/startups/cornsentinel.mdx
index 0c2509d..3140b5f 100644
--- a/startups/cornsentinel.mdx
+++ b/startups/cornsentinel.mdx
@@ -303,6 +303,7 @@ landingPage:
     - Receive alerts and open hotspot maps to plan daily scouting.
     - Log findings in-field; confirm risks and trigger recommendations.
     - Review outcomes and refine thresholds for the next growth stage or season.
+shortName: CornSentinel AI
 ---
 # CornSentinel AI
 
diff --git a/startups/cranecare.mdx b/startups/cranecare.mdx
index 580245a..88e7549 100644
--- a/startups/cranecare.mdx
+++ b/startups/cranecare.mdx
@@ -349,6 +349,7 @@ landingPage:
     - Execute in the field; capture evidence and sign-offs via mobile.
     - Monitor compliance and findings; tune intervals with usage data.
     - 'Export audit pack for clients, insurers, and regulators.'
+shortName: CraneCare AI
 ---
 # CraneCare AI — Preventive Maintenance Program Generator
 
diff --git a/startups/cranecare2.mdx b/startups/cranecare2.mdx
index c53d6fd..d14fc2b 100644
--- a/startups/cranecare2.mdx
+++ b/startups/cranecare2.mdx
@@ -320,6 +320,7 @@ landingPage:
     - Review parts suggestions; check stock and create purchase requests
     - Push the plan and report back to your CMMS/EAM in one click
     - Close the loop with feedback—Copilot learns across your fleet
+shortName: CraneCare AI
 ---
 # CraneCare Copilot
 
diff --git a/startups/cranefit.mdx b/startups/cranefit.mdx
index 01655f7..98696b6 100644
--- a/startups/cranefit.mdx
+++ b/startups/cranefit.mdx
@@ -320,6 +320,7 @@ landingPage:
     - >-
       Share the report, apply suggested mitigations, and export to quote or
       engineering.
+shortName: CraneFit
 ---
 # CraneFit Compliance Pre-Check (NAICS 333923)
 
diff --git a/startups/crosscheck.mdx b/startups/crosscheck.mdx
index f6eca2e..f61b680 100644
--- a/startups/crosscheck.mdx
+++ b/startups/crosscheck.mdx
@@ -310,6 +310,7 @@ landingPage:
     - 'Assign fixes, collaborate, and e‑sign release'
     - Sync clean BOMs and revision states back to PLM/ERP
     - Export an audit bundle for customers and regulators
+shortName: CrossCheck AI
 ---
 # CrossCheck O&G AI
 
diff --git a/startups/crumbcare.mdx b/startups/crumbcare.mdx
index 967d53f..e9407d0 100644
--- a/startups/crumbcare.mdx
+++ b/startups/crumbcare.mdx
@@ -271,6 +271,7 @@ landingPage:
     - Review and approve AI-drafted replies—or let positives auto-post
     - Get alerts for critical reviews and resolve issues fast
     - Track trends and ratings to improve products and service
+shortName: CrumbCare AI
 ---
 # CrumbCare AI
 
diff --git a/startups/crushtune.mdx b/startups/crushtune.mdx
index 5c8eb72..c5e3e1b 100644
--- a/startups/crushtune.mdx
+++ b/startups/crushtune.mdx
@@ -340,6 +340,7 @@ landingPage:
     - >-
       Weekly tuning review: confirm gains, adjust rules, expand to more circuits
       or shifts.
+shortName: CrushTune AI
 ---
 # CrushTune AI
 
diff --git a/startups/cueflow.mdx b/startups/cueflow.mdx
index b29ae50..fe67290 100644
--- a/startups/cueflow.mdx
+++ b/startups/cueflow.mdx
@@ -321,6 +321,7 @@ landingPage:
     - Auto-enrich IDs via repertoire lookup and validate to 100% shares.
     - Export PRO-specific forms or submit directly from the platform.
     - Track delivery receipts and monitor exceptions until completion.
+shortName: CueFlow AI
 ---
 # CueFlow AI — Cue Sheet & PRO Submission Assistant
 
diff --git a/startups/cuewise.mdx b/startups/cuewise.mdx
index 47af3e4..90d7a42 100644
--- a/startups/cuewise.mdx
+++ b/startups/cuewise.mdx
@@ -346,6 +346,7 @@ landingPage:
     - 'Review the timeline, tweak cue names/metadata, resolve flags.'
     - Export PRO‑ready cue sheets or push to your delivery folder.
     - Track revisions and consolidate changes across cuts or episodes.
+shortName: CueWise
 ---
 # CueWise
 
diff --git a/startups/cuoptical.mdx b/startups/cuoptical.mdx
index 2df2329..2d9acb6 100644
--- a/startups/cuoptical.mdx
+++ b/startups/cuoptical.mdx
@@ -344,6 +344,7 @@ landingPage:
       Review candidates; choose alloy + heat‑treat; auto‑generate shop‑floor
       recipe.
     - 'Pilot, measure, feedback; go live with continuous monitoring and alerts.'
+shortName: CuOptiCAL
 ---
 # CuOptiCAL — CALPHAD-Assisted Alloy & Heat-Treatment Optimizer for Copper Manufacturing
 
diff --git a/startups/cupass.mdx b/startups/cupass.mdx
index c199250..d614b3d 100644
--- a/startups/cupass.mdx
+++ b/startups/cupass.mdx
@@ -349,6 +349,7 @@ landingPage:
     - >-
       Capture results; the model learns and refines recommendations for the next
       run
+shortName: CuPass AI
 ---
 
 # CuPass AI
diff --git a/startups/cupulse.mdx b/startups/cupulse.mdx
index 861a156..105224a 100644
--- a/startups/cupulse.mdx
+++ b/startups/cupulse.mdx
@@ -287,6 +287,7 @@ landingPage:
     - 'Pilot: One line; tune thresholds; approve SOPs and routing'
     - 'Scale: Plant-wide rollout; automate WOs; weekly performance reviews'
     - 'Optimize: Continuous model updates; expand coverage; report ROI'
+shortName: CuPulse AI
 ---
 # CuPulse Predict — AI Predictive Maintenance for Copper Rolling & Extrusion (NAICS 331420)
 
diff --git a/startups/curative.mdx b/startups/curative.mdx
index 752871f..de1cdd7 100644
--- a/startups/curative.mdx
+++ b/startups/curative.mdx
@@ -334,6 +334,7 @@ landingPage:
     - 'Run a pilot queue to validate letters, contacts, and statuses.'
     - Enable auto-orchestration with human approvals where needed.
     - Monitor results in dashboards; tune cadences and expand by state/team.
+shortName: CureTask
 ---
 # Curative Task Orchestrator
 
diff --git a/startups/curbsync.mdx b/startups/curbsync.mdx
index 837881f..56d812f 100644
--- a/startups/curbsync.mdx
+++ b/startups/curbsync.mdx
@@ -305,6 +305,7 @@ landingPage:
       Trips complete on time; performance and change logs are recorded
       automatically.
     - Export billing (including wait time) and service metrics to your systems.
+shortName: CurbSync
 ---
 # CurbSync – Flight Tracking & Auto-Pickup for Livery
 
diff --git a/startups/curecast.mdx b/startups/curecast.mdx
index 476ff17..3ec15c7 100644
--- a/startups/curecast.mdx
+++ b/startups/curecast.mdx
@@ -311,6 +311,7 @@ landingPage:
     - Approve the weekly master plan and publish daily schedules
     - Run scenarios for rush orders or outages; commit with one click
     - Track KPIs and auto-replan as reality changes
+shortName: CureCast AI
 ---
 # CureCast AI
 
diff --git a/startups/cureopt.mdx b/startups/cureopt.mdx
index c27e0f5..29834b4 100644
--- a/startups/cureopt.mdx
+++ b/startups/cureopt.mdx
@@ -344,6 +344,7 @@ landingPage:
       Roll out: expand to additional lines/plants; train operators and
       supervisors
     - 'Sustain: weekly reviews, model refresh, and continuous KPI/ROI reporting'
+shortName: CureOpt AI
 ---
 # CureOpt AI
 
diff --git a/startups/currentshift.mdx b/startups/currentshift.mdx
index 8890b45..658d7bb 100644
--- a/startups/currentshift.mdx
+++ b/startups/currentshift.mdx
@@ -319,6 +319,7 @@ landingPage:
     - Review on map and Gantt; pin required trips; tweak rules and re‑run.
     - Publish to ops and customer channels; notify crews and stakeholders.
     - Monitor performance and re‑optimize as conditions change.
+shortName: CurrentShift AI
 ---
 # CurrentShift AI — Seasonal Schedule & Vessel Assignment Optimizer
 
diff --git a/startups/curvequote.mdx b/startups/curvequote.mdx
index 28c4000..a1c0df8 100644
--- a/startups/curvequote.mdx
+++ b/startups/curvequote.mdx
@@ -329,6 +329,7 @@ landingPage:
     - Adjust options; validate checks; lock margin and approvals.
     - Generate proposal and send via portal with e-sign.
     - Convert won quote to order; push BOM and routings to ERP.
+shortName: CurveQuote AI
 ---
 # CurveQuote AI
 
diff --git a/startups/cutmap.mdx b/startups/cutmap.mdx
index f91bc9f..52473f3 100644
--- a/startups/cutmap.mdx
+++ b/startups/cutmap.mdx
@@ -290,6 +290,7 @@ landingPage:
     - Review and adjust if needed; approve to lock the plan
     - Export to PLC/MES/DXF or print cut tickets and run the job
     - Track yield and feedback to continuously improve recommendations
+shortName: CutMap AI
 ---
 # CutMap AI
 
diff --git a/startups/cutplan.mdx b/startups/cutplan.mdx
index 153022e..aec5aac 100644
--- a/startups/cutplan.mdx
+++ b/startups/cutplan.mdx
@@ -304,6 +304,7 @@ landingPage:
     - 'Review nests, lock selected plans, and assign to lines'
     - 'Export NC files, labels, and cut lists to machines'
     - 'Track execution, capture feedback, and continuously improve'
+shortName: CutPlan AI
 ---
 # CutPlan AI — Nesting Optimizer for Flat Glass
 
diff --git a/startups/cuvision.mdx b/startups/cuvision.mdx
index efffdfe..d803952 100644
--- a/startups/cuvision.mdx
+++ b/startups/cuvision.mdx
@@ -296,6 +296,7 @@ landingPage:
     - 'Validate: run in shadow mode, set alert thresholds, confirm accuracy.'
     - 'Rollout: enable alarms, train operators, connect additional lines.'
     - 'Optimize: weekly model refresh, ROI tracking, remote monitoring.'
+shortName: CuVision
 ---
 # CuVision RCA
 
diff --git a/startups/cvnntgrd.mdx b/startups/cvnntgrd.mdx
index ef4b9b5..eb2d63a 100644
--- a/startups/cvnntgrd.mdx
+++ b/startups/cvnntgrd.mdx
@@ -326,6 +326,7 @@ landingPage:
     - 'Go live: monitor alerts and upcoming deliverables.'
     - Review exceptions; approve and send letters to borrowers or counsel.
     - Track outcomes and audit trails across portfolio and exams.
+shortName: CovenantGuard AI
 ---
 # CovenantGuard AI
 
diff --git a/startups/cwright.mdx b/startups/cwright.mdx
index 8935b61..d71b398 100644
--- a/startups/cwright.mdx
+++ b/startups/cwright.mdx
@@ -305,6 +305,7 @@ landingPage:
     - Generate validated CWR/DDEX or portal-ready CSVs by destination.
     - 'Deliver files via download, API, or SFTP to your submission workflows.'
     - Archive with audit trail for compliance and future updates.
+shortName: CWRight AI
 ---
 # CWRight AI
 
diff --git a/startups/decline.mdx b/startups/decline.mdx
index cab8675..6b115ec 100644
--- a/startups/decline.mdx
+++ b/startups/decline.mdx
@@ -332,6 +332,7 @@ landingPage:
       Generate rollups with WI/NRI and net/gross; export forecasts and evidence
       packs.
     - Schedule refreshes so forecasts stay current for planning and reserves.
+shortName: CurveCast AI
 ---
 # Decline Curve & Forecast Assistant (DCFA)
 
diff --git a/startups/decosight.mdx b/startups/decosight.mdx
index 6132e0a..8a0b05f 100644
--- a/startups/decosight.mdx
+++ b/startups/decosight.mdx
@@ -307,6 +307,7 @@ landingPage:
     - >-
       Improve: monthly model updates, new defect classes, and performance
       reviews.
+shortName: DecoSight AI
 ---
 # DecoSight AI
 
diff --git a/startups/deiceiq.mdx b/startups/deiceiq.mdx
index 3f40224..19dbd1a 100644
--- a/startups/deiceiq.mdx
+++ b/startups/deiceiq.mdx
@@ -342,6 +342,7 @@ landingPage:
     - >-
       Monitor KPIs weekly: TSAT adherence, slot saves, queue variance, pad
       utilization
+shortName: DeiceIQ TSAT
 ---
 # DeiceIQ TSAT Advisor
 
diff --git a/startups/demand.mdx b/startups/demand.mdx
index 50299d5..b6d8557 100644
--- a/startups/demand.mdx
+++ b/startups/demand.mdx
@@ -310,6 +310,7 @@ landingPage:
     - Run what‑if scenarios for long‑lead components and capacity.
     - Commit plan; publish PO/WO changes back to ERP.
     - Monitor exceptions and continuously replan as signals change.
+shortName: EquipFlow AI
 ---
 # Demand–Supply Planner Copilot (for Construction Machinery OEMs & Tier-1s)
 
diff --git a/startups/depositiq.mdx b/startups/depositiq.mdx
index 692ef25..77d0abd 100644
--- a/startups/depositiq.mdx
+++ b/startups/depositiq.mdx
@@ -334,6 +334,7 @@ landingPage:
     - >-
       Measure and optimize: run A/B and uplift tests, tune budgets, and iterate
       playbooks
+shortName: DepositIQ
 ---
 # DepositIQ Next-Best-Action (NBA)
 
diff --git a/startups/dielifeiq.mdx b/startups/dielifeiq.mdx
index 1f05228..7eb58c3 100644
--- a/startups/dielifeiq.mdx
+++ b/startups/dielifeiq.mdx
@@ -327,6 +327,7 @@ landingPage:
     - 'Validate improvements, tune thresholds, and set changeout policies.'
     - Enable optional closed-loop control and CMMS auto-ticketing.
     - 'Scale to additional lines, alloys, and sites.'
+shortName: DieLife IQ
 ---
 # DieLifeIQ
 
diff --git a/startups/diestock.mdx b/startups/diestock.mdx
index 50415ef..5fdea65 100644
--- a/startups/diestock.mdx
+++ b/startups/diestock.mdx
@@ -307,6 +307,7 @@ landingPage:
       Monitor KPIs: fill rate, stockouts, inventory turns, expedite spend;
       receive alerts.
     - Iterate with scenarios and track savings and uptime impact.
+shortName: DieStock AI
 ---
 # DieStock AI
 
diff --git a/startups/dispatchiq.mdx b/startups/dispatchiq.mdx
index 45cf79a..c79851a 100644
--- a/startups/dispatchiq.mdx
+++ b/startups/dispatchiq.mdx
@@ -291,6 +291,7 @@ landingPage:
       Monitor live operations; the system auto-adjusts to delays and new
       bookings
     - Track KPIs and ROI; refine rules and export reports to finance and ops
+shortName: DispatchIQ Limo
 ---
 # DispatchIQ for Limousine
 
diff --git a/startups/dispatchiq2.mdx b/startups/dispatchiq2.mdx
index 4cf12e6..1243d2f 100644
--- a/startups/dispatchiq2.mdx
+++ b/startups/dispatchiq2.mdx
@@ -297,6 +297,7 @@ landingPage:
     - Customer confirms and pays securely
     - Job is created in your TMS and dispatched per your rules
     - Customer and ops receive confirmation and tracking
+shortName: DispatchIQ AutoQuote
 ---
 # DispatchIQ Auto-Quote Bot
 
diff --git a/startups/docstorm.mdx b/startups/docstorm.mdx
index 0302940..8854258 100644
--- a/startups/docstorm.mdx
+++ b/startups/docstorm.mdx
@@ -308,6 +308,7 @@ landingPage:
     - 'Review and tweak line items, quantities, and language as needed.'
     - Export the insurer‑ready pack and share with the adjuster in one click.
     - Track approvals and generate supplements from flagged opportunities.
+shortName: DocStorm AI
 ---
 # DocStorm — AI Siding Claim Pack
 
diff --git a/startups/dosewise.mdx b/startups/dosewise.mdx
index eeb540a..1d7db6b 100644
--- a/startups/dosewise.mdx
+++ b/startups/dosewise.mdx
@@ -305,6 +305,7 @@ landingPage:
     - 'Optional: enable closed‑loop with guardrails and overrides.'
     - 'Monitor performance, savings, and permit margins in real time.'
     - Continuously refine with seasonal retraining and operator feedback.
+shortName: DoseWise AI
 ---
 # DoseWise AI
 
diff --git a/startups/draftflow.mdx b/startups/draftflow.mdx
index ced07a3..51c909e 100644
--- a/startups/draftflow.mdx
+++ b/startups/draftflow.mdx
@@ -329,6 +329,7 @@ landingPage:
     - >-
       Go live and monitor; retrain risk/energy models as new data arrives;
       iterate for continuous improvement.
+shortName: DraftFlow AI
 ---
 # DraftFlow AI — Production Sequencing & Draft Schedule Optimizer for Steel Wire Drawing (NAICS 331222)
 
diff --git a/startups/drawsense.mdx b/startups/drawsense.mdx
index 9fb086a..a44e23b 100644
--- a/startups/drawsense.mdx
+++ b/startups/drawsense.mdx
@@ -311,6 +311,7 @@ landingPage:
     - 'Validate: run shadow mode; tune correlations and alerts.'
     - 'Go live: enable recommendations, dashboards, and operator workflows.'
     - 'Improve: weekly reviews, model updates, and scale to more lines.'
+shortName: DrawSense RCA
 ---
 # DrawSense RCA
 
diff --git a/startups/driftwatcher.mdx b/startups/driftwatcher.mdx
index 86de4aa..4cf49a7 100644
--- a/startups/driftwatcher.mdx
+++ b/startups/driftwatcher.mdx
@@ -315,6 +315,7 @@ landingPage:
     - 'Go live: watch real-time dashboards and receive smart alerts'
     - 'Close the loop: apply recommendations, recalibrate only when needed'
     - Scale to additional stands and lines with shared recipes and policies
+shortName: DriftWatch AI
 ---
 # DriftWatcher EOL AI
 
diff --git a/startups/duralert.mdx b/startups/duralert.mdx
index 0f94a68..8825cb6 100644
--- a/startups/duralert.mdx
+++ b/startups/duralert.mdx
@@ -298,6 +298,7 @@ landingPage:
     - Run a pilot cohort to calibrate thresholds and recommendations
     - Train pharmacists and enable human-in-the-loop review
     - Go live with continuous monitoring and weekly tuning
+shortName: DUR Triage AI
 ---
 # DUR Alert Triage and Prioritization (DUR-ATP) by SentinelRx AI
 
diff --git a/startups/dutyguard.mdx b/startups/dutyguard.mdx
index 18f7015..76d2095 100644
--- a/startups/dutyguard.mdx
+++ b/startups/dutyguard.mdx
@@ -288,6 +288,7 @@ landingPage:
     - Run a legality scan to surface conflicts.
     - Accept an AI swap suggestion or simulate alternatives.
     - Publish the updated roster and export the compliance report.
+shortName: DutyGuard AI
 ---
 # DutyGuard AI
 
diff --git a/startups/dynamic.mdx b/startups/dynamic.mdx
index 9a23c35..231f02d 100644
--- a/startups/dynamic.mdx
+++ b/startups/dynamic.mdx
@@ -301,6 +301,7 @@ landingPage:
     - Configure incentive rules or start with recommended presets.
     - Go live; auto-optimizations run continuously.
     - Monitor ROI and iterate with experiments.
+shortName: Surge Incentive Radar
 ---
 # Dynamic Incentive & Surge Watcher (NAICS 485310)
 
diff --git a/startups/dynamic2.mdx b/startups/dynamic2.mdx
index 5dbac20..8ac1f1b 100644
--- a/startups/dynamic2.mdx
+++ b/startups/dynamic2.mdx
@@ -294,6 +294,7 @@ landingPage:
     - Approve and auto-deploy winners across channels
     - 'Monitor dashboards, alerts, and ROI'
     - Iterate and scale to more SKUs and regions
+shortName: PackPrice AI
 ---
 # Dynamic Price & Promo Optimizer — AI service for Luggage and Leather Goods Retailers
 
diff --git a/startups/early.mdx b/startups/early.mdx
index 86c2ead..8513be7 100644
--- a/startups/early.mdx
+++ b/startups/early.mdx
@@ -314,6 +314,7 @@ landingPage:
     - Go live across lines; enable auto sampling and setpoint recommendations.
     - Monitor drift and refresh models; close the loop with lab outcomes.
     - Expand to more SKUs/plants and review ROI quarterly.
+shortName: FoamGuard AI
 ---
 # Early-Warning Quality Predictor (EWQP) for Polystyrene Foam
 
diff --git a/startups/earlyq.mdx b/startups/earlyq.mdx
index 5d70af8..b1e9c8a 100644
--- a/startups/earlyq.mdx
+++ b/startups/earlyq.mdx
@@ -295,6 +295,7 @@ landingPage:
     - 'Operate: tune alarms and prescriptive actions with the shift team'
     - 'Scale: roll out across lines and integrate with MES release workflow'
     - 'Sustain: monitor drift, retrain models, and run quarterly value reviews'
+shortName: EarlyQ Sense
 ---
 # EarlyQ Soft Sensors (Mooney/Tg)
 
diff --git a/startups/echoclear.mdx b/startups/echoclear.mdx
index 5598075..41c5f1f 100644
--- a/startups/echoclear.mdx
+++ b/startups/echoclear.mdx
@@ -281,6 +281,7 @@ landingPage:
     - 'Review evidence: lyric diffs, melodic contours, and timestamped audio.'
     - 'Approve, escalate to counsel, or request revisions from writers.'
     - Export a clearance report and sync to your rights system.
+shortName: EchoClear AI
 ---
 # EchoClear AI
 
diff --git a/startups/echolens.mdx b/startups/echolens.mdx
index 1b3b069..431251e 100644
--- a/startups/echolens.mdx
+++ b/startups/echolens.mdx
@@ -343,6 +343,7 @@ landingPage:
     - 'Review and refine: approve suggestions, merge topics, add context.'
     - 'Publish: share dashboards, export slides, and assign action owners.'
     - 'Monitor: track trends and impact; get alerts on emerging issues.'
+shortName: EchoLens AI
 ---
 # EchoLens Insight Miner
 
diff --git a/startups/edgeforecast.mdx b/startups/edgeforecast.mdx
index d8c0d3e..fe041c8 100644
--- a/startups/edgeforecast.mdx
+++ b/startups/edgeforecast.mdx
@@ -294,6 +294,7 @@ landingPage:
     - 'Approve reorder points, lot sizes, and safety stock; run final what-ifs.'
     - Publish policies and planned orders to ERP/MRP for execution.
     - Track KPIs and alerts; iterate weekly with one-click updates.
+shortName: EdgeForecast AI
 ---
 # EdgeForecast AI — Reorder Advisor for Saw Blades & Hand Tools
 
diff --git a/startups/edgepulse.mdx b/startups/edgepulse.mdx
index 83b73c2..4ab2dc9 100644
--- a/startups/edgepulse.mdx
+++ b/startups/edgepulse.mdx
@@ -335,6 +335,7 @@ landingPage:
     - 'Configure alerts, thresholds, and CMMS workflows'
     - Go live with dashboards and daily digests
     - 'Review results, fine‑tune models, and scale to more lines and plants'
+shortName: EdgePulse AI
 ---
 # EdgePulse AI — Predictive Maintenance for Blade & Handtool Manufacturing
 
diff --git a/startups/edgequote.mdx b/startups/edgequote.mdx
index b263f6e..6ecff38 100644
--- a/startups/edgequote.mdx
+++ b/startups/edgequote.mdx
@@ -345,6 +345,7 @@ landingPage:
     - Receive a costed draft quote with price breaks and lead-time options.
     - 'Review, tweak, and approve; risk flags catch missing or unclear details.'
     - Send the quote and sync part/routing to ERP/CRM; track status and wins.
+shortName: EdgeQuote AI
 ---
 # EdgeQuote AI — RFQ Parsing & Costed Quote Drafts for Saw Blades & Hand Tools
 
diff --git a/startups/effluentiq.mdx b/startups/effluentiq.mdx
index c06dcd8..b6c5421 100644
--- a/startups/effluentiq.mdx
+++ b/startups/effluentiq.mdx
@@ -330,6 +330,7 @@ landingPage:
     - Review Auto‑DMR draft with evidence; add comments as needed.
     - Approve and export to NetDMR/eDMR; retain a signed audit trail.
     - Track submissions and KPIs on the compliance dashboard.
+shortName: EffluentIQ
 ---
 # EffluentIQ Compliance Monitor
 
diff --git a/startups/emergenceiq.mdx b/startups/emergenceiq.mdx
index 729062c..e33399b 100644
--- a/startups/emergenceiq.mdx
+++ b/startups/emergenceiq.mdx
@@ -273,6 +273,7 @@ landingPage:
     - Review emergence heatmap and population summaries.
     - Simulate replant scenarios and view ROI guidance.
     - Export zones to your planter or share with your agronomist.
+shortName: EmergenceIQ
 ---
 # EmergenceIQ (Stand Count and Early Emergence AI for Corn)
 
diff --git a/startups/engineering.mdx b/startups/engineering.mdx
index b713106..110dd33 100644
--- a/startups/engineering.mdx
+++ b/startups/engineering.mdx
@@ -340,6 +340,7 @@ landingPage:
       plans.
     - Issue tasks and route approvals; push updates back to source systems.
     - Monitor execution and export audit-ready change packs for stakeholders.
+shortName: Change Impact AI
 ---
 # Engineering Change Impact Analyzer (ECIA) — AI for NAICS 336999
 
diff --git a/startups/ensmblgnt.mdx b/startups/ensmblgnt.mdx
index 92ffa5e..8e1e191 100644
--- a/startups/ensmblgnt.mdx
+++ b/startups/ensmblgnt.mdx
@@ -318,6 +318,7 @@ landingPage:
     - AI assigns SKUs and reserves inventory; coordinator approves
     - Schedule fittings and pickups; automated reminders go out
     - 'Deliver, return, and reconcile—damage and fees handled in-app'
+shortName: EnsembleAgent
 ---
 # EnsembleAgent – Group Outfit Coordinator
 
diff --git a/startups/eonrx.mdx b/startups/eonrx.mdx
index 23695a8..c35a611 100644
--- a/startups/eonrx.mdx
+++ b/startups/eonrx.mdx
@@ -280,6 +280,7 @@ landingPage:
     - Export Rx files and send to your controller.
     - Sidedress and sync actuals; get updated recs after major weather events.
     - 'At harvest, view ROI and N efficiency by zone to refine next season.'
+shortName: EONRx
 ---
 # EONRx — In-Season Nitrogen Advisor for Corn
 
diff --git a/startups/f3fit.mdx b/startups/f3fit.mdx
index 7f367e9..dde44a2 100644
--- a/startups/f3fit.mdx
+++ b/startups/f3fit.mdx
@@ -295,6 +295,7 @@ landingPage:
     - 'Customer takes front and side photos, confirms posture, and submits.'
     - AI returns measurements and recommended sizes; staff review and approve.
     - Sync the selected size to the order with optional alteration notes.
+shortName: F3 PhotoFit
 ---
 # F3 Fit-from-Photos — AI Measurement Estimator for Formalwear & Costume Rentals
 
diff --git a/startups/fabfix.mdx b/startups/fabfix.mdx
index 55e6cee..ebfc63d 100644
--- a/startups/fabfix.mdx
+++ b/startups/fabfix.mdx
@@ -351,6 +351,7 @@ landingPage:
     - Approve and push to work order; notify logistics for parts.
     - Execute in the field with guided steps; capture results fast.
     - Close the loop—feedback trains the model and updates playbooks.
+shortName: FabFix AI
 ---
 # FabFix AI: Field Service Ticket Summarizer & Fix Recommender
 
diff --git a/startups/fairway.mdx b/startups/fairway.mdx
index 3859997..368e22e 100644
--- a/startups/fairway.mdx
+++ b/startups/fairway.mdx
@@ -367,6 +367,7 @@ landingPage:
     - 'Review AI go/no-go, departure windows, and route options.'
     - Publish the plan to bridge and dispatch; set alert thresholds.
     - Monitor execution and receive updates; export the post‑sail report.
+shortName: Fairway AI
 ---
 # Fairway AI — Sailing Risk & Route Advisor
 
diff --git a/startups/feedflow.mdx b/startups/feedflow.mdx
index fdb088b..b8630b1 100644
--- a/startups/feedflow.mdx
+++ b/startups/feedflow.mdx
@@ -304,6 +304,7 @@ landingPage:
     - Receive reorder prompts that fit cutoff times and truck constraints.
     - Approve or auto-send orders; notify mill and field teams instantly.
     - Reconcile deliveries; system learns and continuously refines forecasts.
+shortName: FeedFlow AI
 ---
 # FeedFlow AI
 
diff --git a/startups/ferryshift.mdx b/startups/ferryshift.mdx
index e792788..024b41e 100644
--- a/startups/ferryshift.mdx
+++ b/startups/ferryshift.mdx
@@ -297,6 +297,7 @@ landingPage:
     - Publish to crew; capture confirmations and rest attestations.
     - Monitor operations; auto re-roster on disruptions in real time.
     - Export hours and reports to payroll and for audits.
+shortName: FerryShift AI
 ---
 # FerryShift AI
 
diff --git a/startups/fertitune.mdx b/startups/fertitune.mdx
index 5bdbaf4..39773ac 100644
--- a/startups/fertitune.mdx
+++ b/startups/fertitune.mdx
@@ -325,6 +325,7 @@ landingPage:
     - 'Approve, deploy, and monitor live KPIs and alerts'
     - Iterate weekly with recipe updates by growth stage
     - Export results and ROI metrics for stakeholders
+shortName: FertiTune AI
 ---
 # FertiTune AI
 
diff --git a/startups/field2cam.mdx b/startups/field2cam.mdx
index de3014a..61665fa 100644
--- a/startups/field2cam.mdx
+++ b/startups/field2cam.mdx
@@ -311,6 +311,7 @@ landingPage:
     - Approve to generate CAM‑ready DXF + QA checklist and shop notes
     - Send to your machine cell or download to attach to the work order
     - Track sign‑offs and revisions per job in a searchable archive
+shortName: Field2CAM
 ---
 # Field2CAM AI
 
diff --git a/startups/fincast.mdx b/startups/fincast.mdx
index 3d52579..eebd71d 100644
--- a/startups/fincast.mdx
+++ b/startups/fincast.mdx
@@ -312,6 +312,7 @@ landingPage:
     - Review forecast and recommended orders per store.
     - Approve and send POs; monitor KPIs and adjust.
     - Continuously learn from sales and spoilage feedback.
+shortName: FinCast AI
 ---
 # FinCast AI — Perishable Demand Forecasting & Order Recommender for Seafood Retailers
 
diff --git a/startups/fitfindr.mdx b/startups/fitfindr.mdx
index 6f0a65f..7758a00 100644
--- a/startups/fitfindr.mdx
+++ b/startups/fitfindr.mdx
@@ -335,6 +335,7 @@ landingPage:
     - Monitor analytics; optimize questions and bundles.
     - Enable staff co-pilot; refine based on feedback.
     - Expand to new categories and seasonal programs.
+shortName: FitFindr AI
 ---
 # FitFindr AI for Music Retail
 
diff --git a/startups/flaky.mdx b/startups/flaky.mdx
index d2fe017..95a908c 100644
--- a/startups/flaky.mdx
+++ b/startups/flaky.mdx
@@ -256,6 +256,7 @@ landingPage:
     - Auto-replay failures to confirm and classify root causes.
     - Get fix suggestions or approve one-click quarantine.
     - Track flake budget and receive alerts as trends improve.
+shortName: FlakeFix
 ---
 # Flaky Test Hunter & Stabilizer (FTHS)
 
diff --git a/startups/flckfrcst.mdx b/startups/flckfrcst.mdx
index f28fae7..d50b17c 100644
--- a/startups/flckfrcst.mdx
+++ b/startups/flckfrcst.mdx
@@ -299,6 +299,7 @@ landingPage:
       dates.
     - Optimize feed and logistics based on projected intake and weight curves.
     - Track outcomes and ROI; refine thresholds and workflows over time.
+shortName: FlockForecast AI
 ---
 # FlockForecast AI
 
diff --git a/startups/fleet.mdx b/startups/fleet.mdx
index c61211c..84e3788 100644
--- a/startups/fleet.mdx
+++ b/startups/fleet.mdx
@@ -389,6 +389,7 @@ landingPage:
     - >-
       Continuously tune models and feedback loops with quality and engineering
       teams.
+shortName: Fleet Risk Radar
 ---
 # Fleet Health & Warranty Risk Radar (FHWR)
 
diff --git a/startups/flock.mdx b/startups/flock.mdx
index 06a2b44..17780ff 100644
--- a/startups/flock.mdx
+++ b/startups/flock.mdx
@@ -345,6 +345,7 @@ landingPage:
     - Receive prioritized alerts with checklists; log actions in-app.
     - Weekly insight reports and threshold tuning to your operation.
     - Scale to additional barns with one-click provisioning.
+shortName: FlockSense
 ---
 # Flock Health Early Warning (Audio/Video + IoT)
 
diff --git a/startups/floracast.mdx b/startups/floracast.mdx
index 1ae5ebb..46eea27 100644
--- a/startups/floracast.mdx
+++ b/startups/floracast.mdx
@@ -263,6 +263,7 @@ landingPage:
     - Review daily forecasts and suggested purchase orders.
     - Approve and send orders to suppliers in one click.
     - 'Receive, track actuals, and watch accuracy improve.'
+shortName: FloraCast AI
 ---
 # FloraCast — AI Demand Forecasting & Purchase Suggestions for Florists
 
diff --git a/startups/flowcast.mdx b/startups/flowcast.mdx
index ae758aa..0605e3c 100644
--- a/startups/flowcast.mdx
+++ b/startups/flowcast.mdx
@@ -324,6 +324,7 @@ landingPage:
       Operate: monitor dashboards, accept/override suggestions, auto-replan on
       change
     - 'Review: weekly accuracy and KPI reports; continuous tuning and improvement'
+shortName: FlowCast AI
 ---
 # FlowCast AI
 
diff --git a/startups/flowcast2.mdx b/startups/flowcast2.mdx
index 09e5c06..76d1431 100644
--- a/startups/flowcast2.mdx
+++ b/startups/flowcast2.mdx
@@ -338,6 +338,7 @@ landingPage:
     - Run scenarios and choose the plan that meets service and capacity goals.
     - Publish to ERP/MES; release work orders and buy signals.
     - Track actuals vs plan; the model learns and continuously improves.
+shortName: FlowCast MPS
 ---
 # FlowCast MPS for Plastics Plumbing
 
diff --git a/startups/flowcast3.mdx b/startups/flowcast3.mdx
index fbb0749..0680206 100644
--- a/startups/flowcast3.mdx
+++ b/startups/flowcast3.mdx
@@ -289,6 +289,7 @@ landingPage:
     - 'Go live with dashboards, alerts, and API endpoints'
     - Optimize rosters and monitor KPIs daily
     - Continuously refine models with new operational data
+shortName: FlowCast Aero
 ---
 # FlowCast Aero
 
diff --git a/startups/flowfixture.mdx b/startups/flowfixture.mdx
index 10d765a..4eb7258 100644
--- a/startups/flowfixture.mdx
+++ b/startups/flowfixture.mdx
@@ -305,6 +305,7 @@ landingPage:
     - Run AI DFM and get results in minutes.
     - Review 3D annotations and a prioritized fix list.
     - Export the report and share with tooling and suppliers.
+shortName: FixtureFlow AI
 ---
 # FlowFixture DFM AI
 
diff --git a/startups/flowfoundry.mdx b/startups/flowfoundry.mdx
index 6956611..48b6d94 100644
--- a/startups/flowfoundry.mdx
+++ b/startups/flowfoundry.mdx
@@ -324,6 +324,7 @@ landingPage:
     - Generate a prioritized improvement roadmap and timeline.
     - Export deliverables and create work items in your tools.
     - Monitor conformance and track realized benefits over time.
+shortName: FlowFoundry AI
 ---
 # FlowFoundry AI
 
diff --git a/startups/flowsight.mdx b/startups/flowsight.mdx
index 212010d..527fb5f 100644
--- a/startups/flowsight.mdx
+++ b/startups/flowsight.mdx
@@ -320,6 +320,7 @@ landingPage:
       Approve the auto-generated report and parts list; sync to work order and
       inventory.
     - Review analytics and feedback; refine procedures continuously.
+shortName: FlowSight Copilot
 ---
 # FlowSight Copilot (Field Service Troubleshooting Copilot for Measuring, Dispensing, and Other Pumping Equipment)
 
diff --git a/startups/fluidiq.mdx b/startups/fluidiq.mdx
index 0796e4b..785da9c 100644
--- a/startups/fluidiq.mdx
+++ b/startups/fluidiq.mdx
@@ -357,6 +357,7 @@ landingPage:
     - >-
       Price and quote: apply discounts and terms; generate PDF/email; push to
       CRM/ERP.
+shortName: FluidIQ CPQ
 ---
 # FluidIQ Sizing & CPQ
 
diff --git a/startups/fluxfleet.mdx b/startups/fluxfleet.mdx
index 5e5c644..828e092 100644
--- a/startups/fluxfleet.mdx
+++ b/startups/fluxfleet.mdx
@@ -313,6 +313,7 @@ landingPage:
     - Review hourly forecasts and suggested shifts/batches
     - Approve and publish rosters to dispatch
     - Monitor live demand; auto-adjust with one click
+shortName: FluxFleet
 ---
 # FluxFleet — Demand Forecasting & Smart Batching Planner
 
diff --git a/startups/fnolflow.mdx b/startups/fnolflow.mdx
index 38d95c1..138259d 100644
--- a/startups/fnolflow.mdx
+++ b/startups/fnolflow.mdx
@@ -318,6 +318,7 @@ landingPage:
     - 'Define claim templates, tasks, SLAs, and notifications by LOB.'
     - Pilot with human-in-the-loop review and calibrate models and rules.
     - 'Go live and monitor accuracy, cycle times, and routing outcomes.'
+shortName: FNOL Flow AI
 ---
 # FNOLFlow AI
 
diff --git a/startups/foampulse.mdx b/startups/foampulse.mdx
index edbbe10..1a670cb 100644
--- a/startups/foampulse.mdx
+++ b/startups/foampulse.mdx
@@ -307,6 +307,7 @@ landingPage:
     - 'Go live: AI flags likely root causes and next checks during stops'
     - 'Review: validate recommendations and publish playbooks for operators'
     - 'Scale: roll out to more lines and automate weekly downtime reports'
+shortName: FoamPulse
 ---
 # FoamPulse RCA
 
diff --git a/startups/foamsched.mdx b/startups/foamsched.mdx
index 290ea77..227dd0b 100644
--- a/startups/foamsched.mdx
+++ b/startups/foamsched.mdx
@@ -306,6 +306,7 @@ landingPage:
     - 'Run optimizer; review Gantt, steam/energy charts, and bottlenecks.'
     - Approve and publish to shop floor; print or push work orders.
     - Monitor execution; auto-reschedule on events; track KPIs.
+shortName: FoamSched AI
 ---
 # FoamSched AI — Order-to-Schedule Optimizer for EPS/XPS Lines
 
diff --git a/startups/foamsight.mdx b/startups/foamsight.mdx
index 7493186..e105f8d 100644
--- a/startups/foamsight.mdx
+++ b/startups/foamsight.mdx
@@ -308,6 +308,7 @@ landingPage:
       dates.
     - Measure impact automatically and lock in standard settings when proven.
     - Scale by sharing best runs and playbooks across lines and plants.
+shortName: FoamSight
 ---
 # FoamSight — Scrap & Regrind Loss Analyzer for Polystyrene Foam
 
diff --git a/startups/foamspec.mdx b/startups/foamspec.mdx
index f97cc72..8e9780e 100644
--- a/startups/foamspec.mdx
+++ b/startups/foamspec.mdx
@@ -313,6 +313,7 @@ landingPage:
     - Validate predictions on recent runs; fine‑tune with your team
     - 'Pilot on one line/grade; compare hit rate, scrap, and cycle time'
     - Go live plant‑wide; monitor KPIs and continuously improve
+shortName: FoamSpec AI
 ---
 # FoamSpec AI — Bun Quality Predictor & Auto-Recipe Tuning
 
diff --git a/startups/foilproof.mdx b/startups/foilproof.mdx
index 57db139..c58995a 100644
--- a/startups/foilproof.mdx
+++ b/startups/foilproof.mdx
@@ -271,6 +271,7 @@ landingPage:
     - >-
       Order is created; a production ticket with exact specs is sent to
       fulfillment.
+shortName: FoilProof AI
 ---
 # FoilProof AI
 
diff --git a/startups/foldquote.mdx b/startups/foldquote.mdx
index eeb9d22..5104377 100644
--- a/startups/foldquote.mdx
+++ b/startups/foldquote.mdx
@@ -324,6 +324,7 @@ landingPage:
     - 'Review costs; run what-if scenarios across presses, boards, and sheets'
     - Apply pricing and margin rules; generate the quote package
     - Send to customer and sync back to MIS/ERP with a full audit trail
+shortName: FoldQuote AI
 ---
 # FoldQuote AI
 
diff --git a/startups/forgeflow.mdx b/startups/forgeflow.mdx
index a61b524..e90a54c 100644
--- a/startups/forgeflow.mdx
+++ b/startups/forgeflow.mdx
@@ -333,6 +333,7 @@ landingPage:
     - >-
       Monitor execution; auto-adjust to disruptions and keep commitments
       visible.
+shortName: ForgeFlow APS
 ---
 # ForgeFlow APS — Production Schedule Optimizer for Heavy-Gauge Metal Tanks (NAICS 332420)
 
diff --git a/startups/formcheck.mdx b/startups/formcheck.mdx
index 617b5cb..fdb3ca5 100644
--- a/startups/formcheck.mdx
+++ b/startups/formcheck.mdx
@@ -296,6 +296,7 @@ landingPage:
     - Review issues in 3D; accept auto-fixes or push tasks to CAD.
     - Export a shareable DFM/DFA report and capture sign-off.
     - 'Track status across parts, assemblies, and releases.'
+shortName: FormCheck AI
 ---
 # FormCheck Lite (DFM/DFA AI)
 
diff --git a/startups/formulation.mdx b/startups/formulation.mdx
index bf667a5..77b2959 100644
--- a/startups/formulation.mdx
+++ b/startups/formulation.mdx
@@ -295,6 +295,7 @@ landingPage:
     - 'Review property fits, costs, and sensitivities; adjust targets if needed'
     - Lock preferred materials and re-optimize for final ratios
     - Export formulation specs and share with your team
+shortName: OptiForm AI
 ---
 # Formulation Property Optimizer (FPO)
 
diff --git a/startups/freshsync.mdx b/startups/freshsync.mdx
index 20806f7..6e68b45 100644
--- a/startups/freshsync.mdx
+++ b/startups/freshsync.mdx
@@ -346,6 +346,7 @@ landingPage:
     - Review exceptions; approve and publish to ERP
     - 'Go live: daily/weekly auto‑refresh with alerts'
     - Continuously track KPIs and fine‑tune models and constraints
+shortName: FreshSync AI
 ---
 # FreshSync Planner (Demand‑Synced Production & Purchasing AI)
 
diff --git a/startups/frockbot.mdx b/startups/frockbot.mdx
index 20fada2..ab3ff35 100644
--- a/startups/frockbot.mdx
+++ b/startups/frockbot.mdx
@@ -303,6 +303,7 @@ landingPage:
     - >-
       Booking is confirmed; inventory is reserved; reminders and return
       instructions are scheduled
+shortName: FrockBot
 ---
 # FrockBot — Inventory Availability & Booking Chat Agent
 
diff --git a/startups/frostflow.mdx b/startups/frostflow.mdx
index f4814f1..6035811 100644
--- a/startups/frostflow.mdx
+++ b/startups/frostflow.mdx
@@ -290,6 +290,7 @@ landingPage:
     - Train and tune with your airport’s historical winters.
     - Go live with a phased rollout (single bank or pad group).
     - Review KPIs and refine playbooks for peak performance.
+shortName: FrostFlow
 ---
 # FrostFlow — Deicing Queue Forecaster & TSAT Advisor
 
diff --git a/startups/frostflow2.mdx b/startups/frostflow2.mdx
index b2aeb68..02690e0 100644
--- a/startups/frostflow2.mdx
+++ b/startups/frostflow2.mdx
@@ -343,6 +343,7 @@ landingPage:
     - Approve and publish production and shift schedules to floor and crews
     - Get alerts as weather or orders change and re-optimize with one click
     - 'Track actuals vs plan to improve accuracy, service, and costs over time'
+shortName: FrostFlow AI
 ---
 # FrostFlow AI
 
diff --git a/startups/frostpeak.mdx b/startups/frostpeak.mdx
index b9c5e9b..c78901b 100644
--- a/startups/frostpeak.mdx
+++ b/startups/frostpeak.mdx
@@ -331,6 +331,7 @@ landingPage:
     - Generate an optimized schedule; review and approve with operators.
     - Run a 4–8 week pilot and verify savings with M&V.
     - Enable closed-loop control and scale across sites.
+shortName: FrostPeak Advisor
 ---
 # FrostPeak Advisor
 
diff --git a/startups/frostroute.mdx b/startups/frostroute.mdx
index 6caa92a..f0f7804 100644
--- a/startups/frostroute.mdx
+++ b/startups/frostroute.mdx
@@ -318,6 +318,7 @@ landingPage:
     - Dispatch to the driver app; customers get live ETA links.
     - Monitor exceptions and re-optimize with one click.
     - Review KPIs after routes complete.
+shortName: FrostRoute AI
 ---
 # FrostRoute AI
 
diff --git a/startups/ftefit.mdx b/startups/ftefit.mdx
index 1eb5f55..2388488 100644
--- a/startups/ftefit.mdx
+++ b/startups/ftefit.mdx
@@ -306,6 +306,7 @@ landingPage:
     - Add accessories and protections in one tap.
     - 'Book pickup or delivery, select return window, and pay.'
     - 'Get confirmations, reminders, and fitting notes—no surprises.'
+shortName: FêteFit AI
 ---
 # FêteFit — AI Virtual Stylist & Sizing Concierge
 
diff --git a/startups/furnace.mdx b/startups/furnace.mdx
index 54714d2..224f813 100644
--- a/startups/furnace.mdx
+++ b/startups/furnace.mdx
@@ -321,6 +321,7 @@ landingPage:
     - >-
       Scale: roll out to additional furnaces and shifts; integrate with
       energy/ESG reporting.
+shortName: FurnaceFlow AI
 ---
 # Furnace Energy & Pull Advisor (FEPA) — AI for Flat Glass (NAICS 327211)
 
diff --git a/startups/gasguard.mdx b/startups/gasguard.mdx
index 1c2f375..435f36c 100644
--- a/startups/gasguard.mdx
+++ b/startups/gasguard.mdx
@@ -306,6 +306,7 @@ landingPage:
     - Run a 4–6 week pilot; validate alerts and recommended actions.
     - Train control room and deputies; tune thresholds and comms.
     - Go live across panels with continuous monitoring and weekly reviews.
+shortName: GasGuard AI
 ---
 # GasGuard TARP AI
 
diff --git a/startups/gate.mdx b/startups/gate.mdx
index a66a46e..4eec47c 100644
--- a/startups/gate.mdx
+++ b/startups/gate.mdx
@@ -342,6 +342,7 @@ landingPage:
     - Run in shadow mode to validate recommendations against live ops
     - Enable assisted or auto‑apply mode with human‑in‑the‑loop approvals
     - Monitor KPIs and refine policies with our onboarding team
+shortName: GateStand AI
 ---
 # Gate/Stand Allocation Copilot (AI for Airport Stand/Gate Assignment)
 
diff --git a/startups/gaugevision.mdx b/startups/gaugevision.mdx
index 3e61a95..a2bb6c8 100644
--- a/startups/gaugevision.mdx
+++ b/startups/gaugevision.mdx
@@ -297,6 +297,7 @@ landingPage:
     - >-
       Improve: track actions, compare runs, and lock in golden recipes across
       shifts.
+shortName: GaugeVision AI
 ---
 # GaugeVision QC (Inline Gauge & Vision AI for NAICS 326112)
 
diff --git a/startups/ghscribe.mdx b/startups/ghscribe.mdx
index 42c5074..1563825 100644
--- a/startups/ghscribe.mdx
+++ b/startups/ghscribe.mdx
@@ -326,6 +326,7 @@ landingPage:
     - >-
       Stay compliant: system alerts on changes and regenerates documents
       automatically
+shortName: GHScribe AI
 ---
 # GHScribe AI — SDS/Label Auto-Author & Localization
 
diff --git a/startups/glidepath.mdx b/startups/glidepath.mdx
index f60d4ae..8bb88c2 100644
--- a/startups/glidepath.mdx
+++ b/startups/glidepath.mdx
@@ -292,6 +292,7 @@ landingPage:
     - Pilot on a priority route; validate on‑time performance and fuel savings.
     - Train crews and integrate with dispatch workflows; roll out fleet‑wide.
     - Monitor dashboards; fine‑tune targets and automate reporting.
+shortName: GlidePath AI
 ---
 # GlidePath Inland AI
 
diff --git a/startups/gprauto.mdx b/startups/gprauto.mdx
index 6635484..b572990 100644
--- a/startups/gprauto.mdx
+++ b/startups/gprauto.mdx
@@ -280,6 +280,7 @@ landingPage:
     - Review suggested utilities and layers; adjust as needed.
     - Export DXF/SHP/GeoJSON and depth slices with metadata.
     - Sync to ArcGIS/AutoCAD or share a web project link.
+shortName: GPR AutoMap
 ---
 # GPR Auto-Processing and Utility Mapping (NAICS 541360)
 
diff --git a/startups/grainplan.mdx b/startups/grainplan.mdx
index ba154f9..0d46323 100644
--- a/startups/grainplan.mdx
+++ b/startups/grainplan.mdx
@@ -302,6 +302,7 @@ landingPage:
     - Generate capacity‑feasible schedules; pilot a value stream (week 2).
     - Go live with auto‑replan and KPI tracking (week 3).
     - Continuously improve with monthly model refresh and scenario reviews.
+shortName: GrainPlan AI
 ---
 # GrainPlan AI
 
diff --git a/startups/grainquote.mdx b/startups/grainquote.mdx
index eac5de2..f1a0390 100644
--- a/startups/grainquote.mdx
+++ b/startups/grainquote.mdx
@@ -350,6 +350,7 @@ landingPage:
     - Generate price and capacity-based lead time instantly.
     - Send a branded quote with options and alternates.
     - 'On acceptance, convert to work order or push to ERP/MRP.'
+shortName: GrainQuote AI
 ---
 # GrainQuote AI
 
diff --git a/startups/greenbom.mdx b/startups/greenbom.mdx
index afa1202..bc15401 100644
--- a/startups/greenbom.mdx
+++ b/startups/greenbom.mdx
@@ -332,6 +332,7 @@ landingPage:
     - >-
       Execute and track realized savings and supplier reductions in the
       dashboard
+shortName: GreenBOM AI
 ---
 # GreenBOM AI — Cost-Down and Part Rationalization Assistant
 
diff --git a/startups/haccp.mdx b/startups/haccp.mdx
index 07984e8..d831d23 100644
--- a/startups/haccp.mdx
+++ b/startups/haccp.mdx
@@ -304,6 +304,7 @@ landingPage:
     - Pilot on one line; validate against your current procedures
     - 'Go live—real-time monitoring, alerts, and auto-documentation begin'
     - Review dashboards weekly; optimize thresholds and close the loop on CAPAs
+shortName: SafePoint AI
 ---
 # HACCP/CCP Digital Watchdog & CAPA Agent
 
diff --git a/startups/haccp2.mdx b/startups/haccp2.mdx
index bda0e79..e8dee5c 100644
--- a/startups/haccp2.mdx
+++ b/startups/haccp2.mdx
@@ -310,6 +310,7 @@ landingPage:
     - Start automatic logging across units and routes
     - Receive alerts and resolve deviations with guided actions
     - Generate and share audit‑ready HACCP reports
+shortName: HACCP TempWatch
 ---
 # HACCP Digital Logs & Temperature Anomaly Watch — AI service for Fish and Seafood Retailers
 
diff --git a/startups/harborfare.mdx b/startups/harborfare.mdx
index 358cb0c..5ae84b6 100644
--- a/startups/harborfare.mdx
+++ b/startups/harborfare.mdx
@@ -294,6 +294,7 @@ landingPage:
     - >-
       Monitor results; let the agent auto‑tune within limits and alert on
       exceptions.
+shortName: HarborFare AI
 ---
 # HarborFare AI — Dynamic Pricing & Promotion Agent
 
diff --git a/startups/harborflow.mdx b/startups/harborflow.mdx
index 856f043..0fcd154 100644
--- a/startups/harborflow.mdx
+++ b/startups/harborflow.mdx
@@ -321,6 +321,7 @@ landingPage:
     - Run a shadow pilot alongside current operations.
     - 'Go live with signage, passenger app, and dispatch integrations.'
     - Review KPIs monthly and tune sequencing rules for continuous gains.
+shortName: HarborFlow AI
 ---
 # HarborFlow AI — ETA & Dock Utilization Manager
 
diff --git a/startups/harborguard.mdx b/startups/harborguard.mdx
index 9d652da..c62b786 100644
--- a/startups/harborguard.mdx
+++ b/startups/harborguard.mdx
@@ -349,6 +349,7 @@ landingPage:
     - >-
       Export or share reports and pull audit-ready logs from the compliance
       dashboard.
+shortName: HarborGuard AI
 ---
 # HarborGuard.ai — Safety & Compliance Document Assistant
 
diff --git a/startups/harvestcast.mdx b/startups/harvestcast.mdx
index 15d7631..a425375 100644
--- a/startups/harvestcast.mdx
+++ b/startups/harvestcast.mdx
@@ -296,6 +296,7 @@ landingPage:
     - Train and validate models using your historical picks and climate.
     - Go live—forecasts refresh daily with confidence bands and alerts.
     - 'Sync forecasts to ERP/BI; drive pack, labor, and sales plans.'
+shortName: HarvestCast AI
 ---
 # HarvestCast AI
 
diff --git a/startups/hatch.mdx b/startups/hatch.mdx
index 018de51..fc671e7 100644
--- a/startups/hatch.mdx
+++ b/startups/hatch.mdx
@@ -311,6 +311,7 @@ landingPage:
     - 'Set alert routes, severity, and escalation rules'
     - Go live and tune alerts during week one
     - Review your first batch report at pull and iterate
+shortName: HatchWatch AI
 ---
 # Hatch Ops Monitor & Alerting — AI for Poultry Hatcheries (NAICS 112340)
 
diff --git a/startups/hatchguard.mdx b/startups/hatchguard.mdx
index 5f0b362..1504347 100644
--- a/startups/hatchguard.mdx
+++ b/startups/hatchguard.mdx
@@ -280,6 +280,7 @@ landingPage:
     - Train and validate models on 30–60 days of operational data
     - 'Go live with alerts, health scores, and CMMS workflows'
     - Quarterly reviews to tune models and expand coverage
+shortName: HatchGuard AI
 ---
 # HatchGuard Predictive
 
diff --git a/startups/haul.mdx b/startups/haul.mdx
index 84e5049..c3a3277 100644
--- a/startups/haul.mdx
+++ b/startups/haul.mdx
@@ -293,6 +293,7 @@ landingPage:
     - Monitor live KPIs; auto-rebalance as conditions change
     - Close the shift with a report and export to ERP/BI
     - Continuously learn from cycles to improve the next plan
+shortName: HaulPilot
 ---
 # Haul Cycle & Dispatch Advisor
 
diff --git a/startups/hedgeactive.mdx b/startups/hedgeactive.mdx
index af90fb7..3bc26cb 100644
--- a/startups/hedgeactive.mdx
+++ b/startups/hedgeactive.mdx
@@ -308,6 +308,7 @@ landingPage:
     - Run scenarios; refine constraints; approve the plan with workflow.
     - Execute hedges and purchases via your systems; sync exposures and P&L.
     - Monitor alerts and monthly roll recommendations; iterate continuously.
+shortName: HAS Surfactants
 ---
 # HedgeActive Surfactants (HAS)
 
diff --git a/startups/heliovista.mdx b/startups/heliovista.mdx
index e3f180c..67c8ee9 100644
--- a/startups/heliovista.mdx
+++ b/startups/heliovista.mdx
@@ -302,6 +302,7 @@ landingPage:
     - 'Set site and rules: location, dates, view corridors, daylight thresholds.'
     - Run analyses and review results in minutes.
     - 'Compare options, share the link, and export deliverables.'
+shortName: HelioVista AI
 ---
 # HelioVista — AI Sun/Shadow, Daylight & Views for Architects
 
diff --git a/startups/hpuenergy.mdx b/startups/hpuenergy.mdx
index c429779..53c873a 100644
--- a/startups/hpuenergy.mdx
+++ b/startups/hpuenergy.mdx
@@ -320,6 +320,7 @@ landingPage:
       Deploy: export setpoints and implementation package to PLC/VFD and
       maintenance teams.
     - 'Verify: track savings, lock in gains, and schedule continuous tuning.'
+shortName: HPU Energy Advisor
 ---
 # HPU Energy Optimization Advisor
 
diff --git a/startups/hstrngrd.mdx b/startups/hstrngrd.mdx
index 0c988b7..7342012 100644
--- a/startups/hstrngrd.mdx
+++ b/startups/hstrngrd.mdx
@@ -324,6 +324,7 @@ landingPage:
     - Go live with early warnings into your preferred channels
     - Establish weekly model monitoring and quarterly retraining
     - 'Scale to additional units, utilities, and solvent recovery lines'
+shortName: ChemGuard AI
 ---
 # HistorianGuard — Anomaly Detection & Early Warning for Organic Chemicals (NAICS 325199)
 
diff --git a/startups/hydrasight.mdx b/startups/hydrasight.mdx
index 9ed1842..8f98cba 100644
--- a/startups/hydrasight.mdx
+++ b/startups/hydrasight.mdx
@@ -302,6 +302,7 @@ landingPage:
       Monitor drift and model health; approve auto‑retraining as populations
       evolve.
     - Scale across lines and sites with templates and versioning.
+shortName: HydraSight AI
 ---
 # HydraSight AI — Test-Stand Anomaly Detection for Pumps & Motors
 
diff --git a/startups/hydrasight2.mdx b/startups/hydrasight2.mdx
index f6f4284..f2bc5ce 100644
--- a/startups/hydrasight2.mdx
+++ b/startups/hydrasight2.mdx
@@ -305,6 +305,7 @@ landingPage:
     - 'Go live: auto summarize results, decide pass/fail, and open/route NCRs.'
     - 'Monitor dashboards, adjust thresholds, and lock workflows for audit.'
     - 'Scale to additional lines, products, and plants.'
+shortName: HydraSight QA
 ---
 # HydraSight QA
 
diff --git a/startups/iceguard.mdx b/startups/iceguard.mdx
index f6a4527..67e39cf 100644
--- a/startups/iceguard.mdx
+++ b/startups/iceguard.mdx
@@ -337,6 +337,7 @@ landingPage:
     - Review auto-flags; add corrective actions and photos.
     - Generate your Audit Pack and share a secure link with auditors.
     - Track dashboards and trends; drive continuous improvement.
+shortName: IceGuard AI
 ---
 # IceGuard Compliance AI
 
diff --git a/startups/incubation.mdx b/startups/incubation.mdx
index 72a1d6e..9b56af2 100644
--- a/startups/incubation.mdx
+++ b/startups/incubation.mdx
@@ -340,6 +340,7 @@ landingPage:
       instructions.
     - Monitor outcomes and alerts; adjust targets and guardrails as needed.
     - Lock in successful profiles and scale to more rooms and machines.
+shortName: HatchPoint AI
 ---
 # Incubation Setpoint Advisor (ISA) — AI for Poultry Hatcheries
 
diff --git a/startups/inflation.mdx b/startups/inflation.mdx
index 44b5dc4..815beaf 100644
--- a/startups/inflation.mdx
+++ b/startups/inflation.mdx
@@ -326,6 +326,7 @@ landingPage:
     - 'Launch weekly runs; receive dashboards, alerts, and API outputs.'
     - Drill into drivers; attach citations and narratives for policy meetings.
     - 'Run scenarios, compare outcomes, and publish a policy brief.'
+shortName: Inflation Pulse
 ---
 # Inflation Nowcasting and Drivers Explorer (INDE)
 
diff --git a/startups/inkform.mdx b/startups/inkform.mdx
index d379a32..ee83a08 100644
--- a/startups/inkform.mdx
+++ b/startups/inkform.mdx
@@ -350,6 +350,7 @@ landingPage:
     - >-
       Monitor production and iterate—active learning suggests the next best
       experiments.
+shortName: InkForm AI
 ---
 # InkForm AI — Formulation Optimization & DoE Planner
 
diff --git a/startups/inksafe.mdx b/startups/inksafe.mdx
index 4837438..e5be11e 100644
--- a/startups/inksafe.mdx
+++ b/startups/inksafe.mdx
@@ -332,6 +332,7 @@ landingPage:
     - >-
       Monitor alerts for supplier/regulatory changes; reissue documents with one
       click.
+shortName: InkSafe AI
 ---
 # InkSafe SDS AI
 
diff --git a/startups/inksight.mdx b/startups/inksight.mdx
index 15f0590..4c2ca2f 100644
--- a/startups/inksight.mdx
+++ b/startups/inksight.mdx
@@ -293,6 +293,7 @@ landingPage:
     - 'Run what-if scenarios (demand, lead times, substitutions, prices)'
     - Approve and push POs to ERP; sync confirmations and receipts
     - Track outcomes and continuously improve with closed-loop learning
+shortName: InkSight AI
 ---
 # InkSight AI — Raw Material Forecast & Purchase Planner
 
diff --git a/startups/instllbsq.mdx b/startups/instllbsq.mdx
index 7c2d73e..c7a47e3 100644
--- a/startups/instllbsq.mdx
+++ b/startups/instllbsq.mdx
@@ -322,6 +322,7 @@ landingPage:
       Deliver: publish to ERP quotes, service work orders, distributor/customer
       portals
     - 'Learn: capture acceptance and outcomes to refine future recommendations'
+shortName: InstallBase IQ
 ---
 # InstallBaseIQ — O&G Spare Parts and Upgrade Recommender
 
diff --git a/startups/ironquant.mdx b/startups/ironquant.mdx
index a2068c9..a42778e 100644
--- a/startups/ironquant.mdx
+++ b/startups/ironquant.mdx
@@ -326,6 +326,7 @@ landingPage:
     - 'Sync or enter pricing to finalize the itemized, priced BOM.'
     - 'Export Excel/CSV, download marked PDFs, or push via API to your system.'
     - 'Share with your team and submit a confident, complete bid.'
+shortName: IronQuant AI
 ---
 # IronQuant AI
 
diff --git a/startups/isoguard.mdx b/startups/isoguard.mdx
index 33f23c9..b37483d 100644
--- a/startups/isoguard.mdx
+++ b/startups/isoguard.mdx
@@ -312,6 +312,7 @@ landingPage:
       Auto-generate and share compliant reports and audit packs—ready for
       inspectors.
     - Scale to additional lines and plants with standardized templates and KPIs.
+shortName: IsoGuard Analytics
 ---
 # IsoGuard Analytics — EHS Isocyanate Exposure Compliance Pack
 
diff --git a/startups/kerfflow.mdx b/startups/kerfflow.mdx
index 68f35a6..c43cbaa 100644
--- a/startups/kerfflow.mdx
+++ b/startups/kerfflow.mdx
@@ -336,6 +336,7 @@ landingPage:
     - >-
       Review weekly with our team to refine constraints and continuously
       improve.
+shortName: KerfFlow AI
 ---
 # KerfFlow AI
 
diff --git a/startups/kerfflow2.mdx b/startups/kerfflow2.mdx
index af9c2d6..19ebd6f 100644
--- a/startups/kerfflow2.mdx
+++ b/startups/kerfflow2.mdx
@@ -284,6 +284,7 @@ landingPage:
     - Tweak via drag-and-drop; lock priorities; approve and publish to the floor
     - Monitor execution; capture status from operators or machines
     - Re-optimize as things change; track KPIs and plan next week with what-if
+shortName: KerfFlow Scheduler
 ---
 # KerfFlow — Constraint-Based Production Scheduler for Cut Stock, Resawing & Planing (NAICS 321912)
 
diff --git a/startups/kerfiq.mdx b/startups/kerfiq.mdx
index d267b2c..69693d6 100644
--- a/startups/kerfiq.mdx
+++ b/startups/kerfiq.mdx
@@ -292,6 +292,7 @@ landingPage:
     - Run AI optimization for sheets and lumber
     - Print labels and release machine files
     - 'Track yield, cost, and remnant reuse'
+shortName: KerfIQ
 ---
 # KerfIQ — Cutlist & Yield Optimizer
 
diff --git a/startups/kernelhedge.mdx b/startups/kernelhedge.mdx
index 9a8ed0f..cddb3de 100644
--- a/startups/kernelhedge.mdx
+++ b/startups/kernelhedge.mdx
@@ -330,6 +330,7 @@ landingPage:
     - >-
       Measure savings, hedge effectiveness, and coverage vs targets with
       transparent reporting
+shortName: KernelHedge AI
 ---
 # KernelHedge AI
 
diff --git a/startups/kilncurve.mdx b/startups/kilncurve.mdx
index 6b3d2c8..3045956 100644
--- a/startups/kilncurve.mdx
+++ b/startups/kilncurve.mdx
@@ -331,6 +331,7 @@ landingPage:
     - 'Run simulations; review risk, savings, and expected yield'
     - Approve and deploy schedules; start with a pilot batch
     - Monitor results; auto-learn and roll out across lines
+shortName: KilnCurve
 ---
 # KilnCurve Optimizer (KCO)
 
diff --git a/startups/kilnguard.mdx b/startups/kilnguard.mdx
index 3006bf9..9cccefa 100644
--- a/startups/kilnguard.mdx
+++ b/startups/kilnguard.mdx
@@ -321,6 +321,7 @@ landingPage:
     - 'Rollout: expand coverage to all kilns and material handling assets'
     - 'Train: enable maintenance and process teams with hands-on sessions'
     - 'Support: ongoing model tuning and monthly performance reviews'
+shortName: KilnGuard AI
 ---
 # KilnGuard AI
 
diff --git a/startups/kilnshift.mdx b/startups/kilnshift.mdx
index 66ac18f..1083b8a 100644
--- a/startups/kilnshift.mdx
+++ b/startups/kilnshift.mdx
@@ -310,6 +310,7 @@ landingPage:
     - >-
       Prove value: monthly M&V, savings reports, and performance‑based pricing
       option.
+shortName: KilnShift AI
 ---
 # KilnShift AI
 
diff --git a/startups/kilnsight.mdx b/startups/kilnsight.mdx
index 4e3398e..2d9e468 100644
--- a/startups/kilnsight.mdx
+++ b/startups/kilnsight.mdx
@@ -282,6 +282,7 @@ landingPage:
     - >-
       Scale & improve: monitor performance, retrain as needed, roll out
       plant‑wide.
+shortName: KilnSight AI
 ---
 # KilnSight AI — Vision Model‑in‑a‑Box for Clay & Refractories
 
diff --git a/startups/kybkyc.mdx b/startups/kybkyc.mdx
index 174f634..a1b508d 100644
--- a/startups/kybkyc.mdx
+++ b/startups/kybkyc.mdx
@@ -337,6 +337,7 @@ landingPage:
     - >-
       Export the audit-ready pack to your LOS/CRM/case system and enable ongoing
       monitoring.
+shortName: ComplyPack AI
 ---
 # KYB/KYC Onboarding Pack Builder — AI service for Commercial Banking (NAICS 522110)
 
diff --git a/startups/laminariq.mdx b/startups/laminariq.mdx
index 516c5a7..1e51ea6 100644
--- a/startups/laminariq.mdx
+++ b/startups/laminariq.mdx
@@ -391,6 +391,7 @@ landingPage:
     - >-
       Monitor KPIs (quote cycle time, win rate, margin, COA latency) and iterate
       continuously
+shortName: LaminarIQ
 ---
 # LaminarIQ — Smart Quoting & COA Automation for Plastic Film & Sheet (NAICS 326112)
 
diff --git a/startups/landedlens.mdx b/startups/landedlens.mdx
index 4a33deb..73b965b 100644
--- a/startups/landedlens.mdx
+++ b/startups/landedlens.mdx
@@ -298,6 +298,7 @@ landingPage:
     - Choose ship mode and FX assumptions or pull live rates
     - Run what-if scenarios and compare; lock the winner to targets
     - Share breakdowns and push costs to quotes and POs
+shortName: LandedLens AI
 ---
 # LandedLens — AI BOM & Landed Cost Simulator
 
diff --git a/startups/landscreen.mdx b/startups/landscreen.mdx
index a6ac773..640b43a 100644
--- a/startups/landscreen.mdx
+++ b/startups/landscreen.mdx
@@ -302,6 +302,7 @@ landingPage:
     - 'Review yield, residual, absorption, and sensitivities.'
     - Scan red flags and site constraints on the map.
     - Export the memo and push to your deal pipeline or draft an LOI.
+shortName: LandScreen AI
 ---
 # LandScreen AI
 
diff --git a/startups/laneiq.mdx b/startups/laneiq.mdx
index 1174d77..35e8302 100644
--- a/startups/laneiq.mdx
+++ b/startups/laneiq.mdx
@@ -328,6 +328,7 @@ landingPage:
     - Publish pricing to your quote tools and channels with built‑in approvals.
     - 'Dispatch with confidence: review AI suggestions or turn on autopilot.'
     - Monitor KPIs and fine‑tune with the what‑if simulator before peak weeks.
+shortName: LaneIQ
 ---
 # LaneIQ Pricing & Dispatch Optimizer
 
diff --git a/startups/layerlint.mdx b/startups/layerlint.mdx
index 9b31b74..2cbb4b4 100644
--- a/startups/layerlint.mdx
+++ b/startups/layerlint.mdx
@@ -286,6 +286,7 @@ landingPage:
     - Review the change log; accept all or tweak mappings.
     - 'Download cleaned DWGs and plot-ready sheets, or push via integration.'
     - Enable auto-runs for new files and batch jobs.
+shortName: LayerLint AI
 ---
 # LayerLint AI
 
diff --git a/startups/layermap.mdx b/startups/layermap.mdx
index 124f24d..bf16da7 100644
--- a/startups/layermap.mdx
+++ b/startups/layermap.mdx
@@ -289,6 +289,7 @@ landingPage:
     - Run conversion; AI cleans geometry and applies standards
     - Review in the web viewer; approve or request quick fixes
     - Download DWG/DXF with QA report or push to your CAD system
+shortName: LayerMap AI
 ---
 # LayerMap AI — PDF/Scan to CAD with Standards Mapping
 
diff --git a/startups/laytimeiq.mdx b/startups/laytimeiq.mdx
index aa2c0fc..b1fcca8 100644
--- a/startups/laytimeiq.mdx
+++ b/startups/laytimeiq.mdx
@@ -329,6 +329,7 @@ landingPage:
     - Validate first voyage calculations and approve workflow steps
     - Generate invoices or claim letters and push to ERP or accounting
     - Enable alerts and go live across fleets and counterparties
+shortName: LaytimeIQ
 ---
 # LaytimeIQ Inland
 
diff --git a/startups/leaseline.mdx b/startups/leaseline.mdx
index 2850bbc..c3ae70a 100644
--- a/startups/leaseline.mdx
+++ b/startups/leaseline.mdx
@@ -299,6 +299,7 @@ landingPage:
     - 'Forward leasing calls, web forms, and emails to the agent'
     - Go live and start booking qualified tours 24/7
     - Track performance and refine rules as you scale
+shortName: LeaseLine AI
 ---
 # LeaseLine AI — 24/7 Leasing Intake & Qualification Agent
 
diff --git a/startups/liftguard-ai.mdx b/startups/liftguard-ai.mdx
index 6a2c9ac..2a4d3c5 100644
--- a/startups/liftguard-ai.mdx
+++ b/startups/liftguard-ai.mdx
@@ -318,6 +318,7 @@ landingPage:
     - >-
       Improve: Track outcomes and ROI; models retrain continuously as conditions
       change.
+shortName: LiftGuard AI
 ---
 # LiftGuard AI
 
diff --git a/startups/liftopt-setpoint-ai.mdx b/startups/liftopt-setpoint-ai.mdx
index 4dc8834..cf65ab5 100644
--- a/startups/liftopt-setpoint-ai.mdx
+++ b/startups/liftopt-setpoint-ai.mdx
@@ -298,6 +298,7 @@ landingPage:
     - 'Automate: Turn on closed‑loop control with approvals and interlocks.'
     - 'Scale: Roll across pads/fields; schedule model refresh and retraining.'
     - 'Govern: Monitor dashboards, review uplift, export reports to stakeholders.'
+shortName: LiftOpt AI
 ---
 # LiftOpt Setpoint AI
 
diff --git a/startups/liftquote.mdx b/startups/liftquote.mdx
index 4895317..b30f114 100644
--- a/startups/liftquote.mdx
+++ b/startups/liftquote.mdx
@@ -372,6 +372,7 @@ landingPage:
     - 'One‑click draft: branded quote, scope, and terms.'
     - Route for approval and make edits if needed.
     - Push to CRM/ERP and send to the customer.
+shortName: LiftQuote
 ---
 # LiftQuote Assist
 
diff --git a/startups/limoshift.mdx b/startups/limoshift.mdx
index 0d5d9a7..fe02117 100644
--- a/startups/limoshift.mdx
+++ b/startups/limoshift.mdx
@@ -282,6 +282,7 @@ landingPage:
     - 'Review conflicts, adjust with drag-and-drop, and publish'
     - Notify chauffeurs and monitor live; auto-reoptimize as conditions change
     - Export reports and audit logs; refine rules based on performance
+shortName: LimoShift AI
 ---
 # LimoShift AI
 
diff --git a/startups/linesight.mdx b/startups/linesight.mdx
index 28d7d0b..3291272 100644
--- a/startups/linesight.mdx
+++ b/startups/linesight.mdx
@@ -352,6 +352,7 @@ landingPage:
     - >-
       Export to PLM/ERP and track weekly performance with automated
       re-forecasts.
+shortName: LineSight AI
 ---
 # LineSight AI — Seasonal Trend, Competitor, and Assortment Planner (Accessories)
 
diff --git a/startups/listing.mdx b/startups/listing.mdx
index 6c6a0bd..fa4f1ce 100644
--- a/startups/listing.mdx
+++ b/startups/listing.mdx
@@ -283,6 +283,7 @@ landingPage:
     - Review and tweak; assign reviewers; lock branding.
     - Approve and export to MLS and marketing channels.
     - Share with the seller; track status and update as needed.
+shortName: Listing Launch
 ---
 # Listing Launch Kit
 
diff --git a/startups/listpilot.mdx b/startups/listpilot.mdx
index 9002bb3..6a3d60d 100644
--- a/startups/listpilot.mdx
+++ b/startups/listpilot.mdx
@@ -278,6 +278,7 @@ landingPage:
     - >-
       Monitor performance, accept optimization suggestions, or enable
       auto-optimizations.
+shortName: ListPilot AI
 ---
 # ListPilot — AI Listing, Pricing, and Syndication for Residential Property Managers
 
diff --git a/startups/lndscplns.mdx b/startups/lndscplns.mdx
index 3fad14e..40e3af6 100644
--- a/startups/lndscplns.mdx
+++ b/startups/lndscplns.mdx
@@ -316,6 +316,7 @@ landingPage:
     - 'Approve to generate final matrix, pricing table, and trend brief.'
     - Export to your format of choice and share with stakeholders.
     - Enable ongoing monitoring to capture changes and receive alerts.
+shortName: LandscapeLens AI
 ---
 # LandscapeLens AI
 
diff --git a/startups/lngcptn.mdx b/startups/lngcptn.mdx
index e238db0..60f4203 100644
--- a/startups/lngcptn.mdx
+++ b/startups/lngcptn.mdx
@@ -322,6 +322,7 @@ landingPage:
     - Review and edit in the web subtitle editor; add human QC if needed.
     - Approve and deliver to destinations or via API.
     - Track versions and reuse translations for future cuts and re‑releases.
+shortName: LinguaCaption AI
 ---
 # LinguaCaption AI
 
diff --git a/startups/lngwllgrd.mdx b/startups/lngwllgrd.mdx
index a68acae..10ea2e5 100644
--- a/startups/lngwllgrd.mdx
+++ b/startups/lngwllgrd.mdx
@@ -337,6 +337,7 @@ landingPage:
       Plan action: approve recommended windows; auto‑create work orders and
       parts picks.
     - 'Execute and learn: capture outcomes, retrain models, and track ROI.'
+shortName: LongwallGuard AI
 ---
 # LongwallGuard AI — Predictive Health for Shearer/AFC/Shields
 
diff --git a/startups/loadguard.mdx b/startups/loadguard.mdx
index d7d1033..9f20bec 100644
--- a/startups/loadguard.mdx
+++ b/startups/loadguard.mdx
@@ -299,6 +299,7 @@ landingPage:
     - >-
       Improve: Review weekly insights, tune models, and capture savings across
       lines.
+shortName: LoadGuard AI
 ---
 # LoadGuard AI
 
diff --git a/startups/lodesight.mdx b/startups/lodesight.mdx
index f6ccfc1..1e85169 100644
--- a/startups/lodesight.mdx
+++ b/startups/lodesight.mdx
@@ -327,6 +327,7 @@ landingPage:
       layers.
     - 'Review on the map, then export targets and drill-ready packs to GIS.'
     - 'Close the loop: upload field results to retrain and refine rankings.'
+shortName: LodeSight AI
 ---
 # LodeSight AI
 
diff --git a/startups/logofoundry.mdx b/startups/logofoundry.mdx
index ef38238..942f854 100644
--- a/startups/logofoundry.mdx
+++ b/startups/logofoundry.mdx
@@ -317,6 +317,7 @@ landingPage:
     - Compare versions and select a finalist.
     - 'Export vectors, brand kit, and usage mockups.'
     - Share with stakeholders or hand off to production.
+shortName: LogoFoundry AI
 ---
 # LogoFoundry AI
 
diff --git a/startups/loomlevel.mdx b/startups/loomlevel.mdx
index f2888d7..664f504 100644
--- a/startups/loomlevel.mdx
+++ b/startups/loomlevel.mdx
@@ -316,6 +316,7 @@ landingPage:
       constraints applied.
     - Approve and sync setpoints; release PO suggestions to purchasing.
     - Monitor KPIs and exceptions; adjust targets and rerun what-if scenarios.
+shortName: LoomLevel AI
 ---
 # LoomLevel — Inventory Optimization AI for Textile Bag & Canvas Mills
 
diff --git a/startups/loopcreative.mdx b/startups/loopcreative.mdx
index c1b87a4..d7cfe20 100644
--- a/startups/loopcreative.mdx
+++ b/startups/loopcreative.mdx
@@ -287,6 +287,7 @@ landingPage:
     - Launch with recommended experiments.
     - Let the system iterate from live results.
     - Review insights and scale the winners.
+shortName: LoopCreative AI
 ---
 # LoopCreative AI
 
diff --git a/startups/loopguard.mdx b/startups/loopguard.mdx
index 13d9cea..26b7d32 100644
--- a/startups/loopguard.mdx
+++ b/startups/loopguard.mdx
@@ -315,6 +315,7 @@ landingPage:
     - Enable channels and agent assist; launch with a holdout for true lift.
     - 'Monitor dashboards; let AI tune offers, timing, and channels.'
     - 'Scale to new segments, regions, and products with templates and APIs.'
+shortName: LoopGuard AI
 ---
 # LoopGuard AI
 
diff --git a/startups/lotplan.mdx b/startups/lotplan.mdx
index 8216bf7..c51151e 100644
--- a/startups/lotplan.mdx
+++ b/startups/lotplan.mdx
@@ -301,6 +301,7 @@ landingPage:
     - Compare scenarios and pick the winner.
     - 'Publish to pro forma, schedules, and sales releases.'
     - Track actuals and re-optimize as market shifts.
+shortName: PhaseMix AI
 ---
 # Lot/Plan Mix & Phasing Optimizer (LPPO)
 
diff --git a/startups/lubesight.mdx b/startups/lubesight.mdx
index c7ac182..01b5e8d 100644
--- a/startups/lubesight.mdx
+++ b/startups/lubesight.mdx
@@ -327,6 +327,7 @@ landingPage:
       closed‑loop if desired.
     - 'Optimize: weekly model tuning; KPI and ROI reporting; refine setpoints.'
     - 'Scale: add lines and baths; standardize playbooks across plants.'
+shortName: LubeSight AI
 ---
 # LubeSight AI — Emulsion Health Monitor & Dosage Advisor
 
diff --git a/startups/lumenleaf.mdx b/startups/lumenleaf.mdx
index 696509e..cbc0a0a 100644
--- a/startups/lumenleaf.mdx
+++ b/startups/lumenleaf.mdx
@@ -311,6 +311,7 @@ landingPage:
     - Deploy to controllers or export schedule
     - Monitor live DLI progress; auto-adjust or approve changes
     - Track savings and performance; refine per season
+shortName: LumenLeaf DLI
 ---
 # LumenLeaf DLI Planner
 
diff --git a/startups/marginguard.mdx b/startups/marginguard.mdx
index 3f66876..62985eb 100644
--- a/startups/marginguard.mdx
+++ b/startups/marginguard.mdx
@@ -305,6 +305,7 @@ landingPage:
     - Calibrate and validate guidance vs. history; set approval thresholds
     - 'Launch to counter, outside sales, and ecommerce for consistent pricing'
     - Monitor results and auto‑tune with dashboards and exception workflows
+shortName: MarginGuard AI
 ---
 # MarginGuard AI for Building Material Dealers
 
diff --git a/startups/meltsense.mdx b/startups/meltsense.mdx
index ebcde83..e7522dc 100644
--- a/startups/meltsense.mdx
+++ b/startups/meltsense.mdx
@@ -325,6 +325,7 @@ landingPage:
     - 'Recommend: Receive schedules and setpoints with clear savings estimates'
     - 'Implement: Push alerts/work orders; tune setpoints and pressure profiles'
     - 'Verify & scale: Track M&V and roll out across assets and shifts'
+shortName: MeltSense AI
 ---
 # MeltSense AI
 
diff --git a/startups/member.mdx b/startups/member.mdx
index df0f43d..26ac4b4 100644
--- a/startups/member.mdx
+++ b/startups/member.mdx
@@ -429,6 +429,7 @@ landingPage:
     - >-
       6) Launch in phases; monitor analytics and optimize prompts, intents, and
       coverage.
+shortName: Payer Copilot
 ---
 # Member/Provider Inquiry Copilot — AI for PBM and TPA
 
diff --git a/startups/metaforge.mdx b/startups/metaforge.mdx
index 5c533af..4a7933f 100644
--- a/startups/metaforge.mdx
+++ b/startups/metaforge.mdx
@@ -301,6 +301,7 @@ landingPage:
     - 'Export: DDEX package zip + fully tagged audio files'
     - Deliver via API/SFTP or share to your distributor/DSP
     - Track versions and updates with an audit trail
+shortName: MetaForge Audio
 ---
 # MetaForge Audio
 
diff --git a/startups/mixdesign.mdx b/startups/mixdesign.mdx
index 34fea05..13645c6 100644
--- a/startups/mixdesign.mdx
+++ b/startups/mixdesign.mdx
@@ -354,6 +354,7 @@ landingPage:
       Produce, test, and feed results back; the model auto-tunes to keep you on
       spec.
     - Track KPI improvements and expand to additional units and plants.
+shortName: MixOpt
 ---
 # Mix Design Cost–Strength Optimizer (MDCSO)
 
diff --git a/startups/moisture.mdx b/startups/moisture.mdx
index 6ddd5af..09d0fdb 100644
--- a/startups/moisture.mdx
+++ b/startups/moisture.mdx
@@ -290,6 +290,7 @@ landingPage:
     - >-
       Measure impact: fewer returns, longer shelf-life, less over-bake and
       energy.
+shortName: Tortilla Freshness AI
 ---
 # Moisture & Shelf-life Predictor — AI for Tortilla Manufacturing
 
diff --git a/startups/motomerch.mdx b/startups/motomerch.mdx
index 4158324..df93ed3 100644
--- a/startups/motomerch.mdx
+++ b/startups/motomerch.mdx
@@ -301,6 +301,7 @@ landingPage:
     - 'Review: Approve in bulk or auto‑publish with safeguards'
     - 'Syndicate: Push everywhere; updates sync continuously'
     - 'Measure: Track performance and optimize templates'
+shortName: MotoMerch AI
 ---
 # MotoMerch AI
 
diff --git a/startups/moveclear.mdx b/startups/moveclear.mdx
index 3ba03fd..e32579b 100644
--- a/startups/moveclear.mdx
+++ b/startups/moveclear.mdx
@@ -282,6 +282,7 @@ landingPage:
     - Reserve service elevators and loading docks
     - File parking permits and receive issued documents
     - Download and share the move-day packet; get alerts until complete
+shortName: MoveClear AI
 ---
 # MoveClear AI
 
diff --git a/startups/movepilot.mdx b/startups/movepilot.mdx
index ceab8dd..fd49e52 100644
--- a/startups/movepilot.mdx
+++ b/startups/movepilot.mdx
@@ -356,6 +356,7 @@ landingPage:
       Your team receives confirmed appointments with structured move details and
       transcripts.
     - Track results and refine scripts/rules with built-in analytics.
+shortName: MovePilot AI
 ---
 # MovePilot AI
 
diff --git a/startups/movescope.mdx b/startups/movescope.mdx
index 5cded3a..acff657 100644
--- a/startups/movescope.mdx
+++ b/startups/movescope.mdx
@@ -334,6 +334,7 @@ landingPage:
     - 'Review, adjust, and set services and access details'
     - Pricing auto‑calculates; send an itemized quote
     - 'Customer accepts, pays deposit, and books the move'
+shortName: MoveScope AI
 ---
 # MoveScope AI
 
diff --git a/startups/mpcbriefing.mdx b/startups/mpcbriefing.mdx
index fc888e1..2f41e1f 100644
--- a/startups/mpcbriefing.mdx
+++ b/startups/mpcbriefing.mdx
@@ -314,6 +314,7 @@ landingPage:
     - 'Review, edit, and approve with tracked changes and role‑based workflows'
     - Publish to PPTX/PDF/Word and sync to SharePoint or your board portal
     - Schedule automated rebuilds on data releases or model updates
+shortName: MPC BriefPack
 ---
 # MPC Briefing Pack Auto-Assembler
 
diff --git a/startups/mycoclimate.mdx b/startups/mycoclimate.mdx
index da41c34..925462b 100644
--- a/startups/mycoclimate.mdx
+++ b/startups/mycoclimate.mdx
@@ -303,6 +303,7 @@ landingPage:
     - 'Select control mode: recommendations only or safe auto‑apply.'
     - 'Go live: AI tracks, tunes setpoints, and sends prioritized alerts.'
     - 'Review dashboards, outcomes, and continuously refine targets.'
+shortName: MycoClimate
 ---
 # MycoClimate Coach
 
diff --git a/startups/mycooptimix.mdx b/startups/mycooptimix.mdx
index 9d2c5ee..9840d12 100644
--- a/startups/mycooptimix.mdx
+++ b/startups/mycooptimix.mdx
@@ -298,6 +298,7 @@ landingPage:
       score
     - 'Compare options, lock a formula, and scale to batch size'
     - Export SOP and push to production or share with your team
+shortName: Myco OptiMix
 ---
 # MycoOptiMix
 
diff --git a/startups/mycosentinel.mdx b/startups/mycosentinel.mdx
index 75e7b67..118c23b 100644
--- a/startups/mycosentinel.mdx
+++ b/startups/mycosentinel.mdx
@@ -287,6 +287,7 @@ landingPage:
     - Assign tasks; auto-log actions and notes
     - Track hotspots and verify resolution over time
     - 'Export reports for QA, audits, and certification'
+shortName: MycoSentinel AI
 ---
 # MycoSentinel AI
 
diff --git a/startups/mycoshift.mdx b/startups/mycoshift.mdx
index fa49ef6..9683071 100644
--- a/startups/mycoshift.mdx
+++ b/startups/mycoshift.mdx
@@ -301,6 +301,7 @@ landingPage:
     - Review forecast and suggested shift plan in the dashboard.
     - Publish picker assignments; sync with time clocks and ERP.
     - Track actuals; the agent learns and refines weekly.
+shortName: MycoShift AI
 ---
 # MycoShift AI
 
diff --git a/startups/nestwise.mdx b/startups/nestwise.mdx
index a7fcbb2..488e2a9 100644
--- a/startups/nestwise.mdx
+++ b/startups/nestwise.mdx
@@ -321,6 +321,7 @@ landingPage:
       Export cut/crease files and imposition to CAD/CAM; push job data to
       ERP/MES
     - 'Release to production with setup notes, labels, and approved proofs'
+shortName: NestWise AI
 ---
 # NestWise AI
 
diff --git a/startups/next.mdx b/startups/next.mdx
index 79ee522..3327a5d 100644
--- a/startups/next.mdx
+++ b/startups/next.mdx
@@ -300,6 +300,7 @@ landingPage:
     - Compare scenarios; adjust risk tolerance; lock your plan.
     - Export to GIS/CAD and dispatch to drilling; track progress.
     - Feed new assays back in and re‑optimize in minutes.
+shortName: DrillNext AI
 ---
 # Next-Hole Drill Planning Optimizer (NH-DPO)
 
diff --git a/startups/nocalarm.mdx b/startups/nocalarm.mdx
index 89884fd..c403b30 100644
--- a/startups/nocalarm.mdx
+++ b/startups/nocalarm.mdx
@@ -323,6 +323,7 @@ landingPage:
     - Run a shadow pilot; measure noise reduction and MTTA/MTTR improvements.
     - Enable one-click actions and ticket enrichment with your ITSM platform.
     - Go live; track outcomes and refine models with operator feedback.
+shortName: NOC Copilot
 ---
 # NOC Alarm Triage Copilot
 
diff --git a/startups/omnicopilot.mdx b/startups/omnicopilot.mdx
index 0bcf515..85cd190 100644
--- a/startups/omnicopilot.mdx
+++ b/startups/omnicopilot.mdx
@@ -7,62 +7,167 @@ naics:
     - All Occupations
 leanCanvas:
   problem:
-    - Knowledge and frontline workers lose 20–40 percent of their time on repetitive digital work: searching, summarizing, documenting, scheduling, data entry, follow-ups, and status reporting.
-    - Existing copilots are siloed inside single apps (Docs, Email, CRM) and cannot execute end-to-end workflows across tools with permissions, scheduling, and approvals.
-    - Generic chatbots lack job-specific context, tool access, and governance, leading to low accuracy, hallucinations, and poor ROI.
-    - Enterprises need data security, auditability, and compliance (SOC 2, ISO 27001, HIPAA where needed) and struggle to adopt bring-your-own-bot solutions safely.
-    - ROI is not consistently measurable; teams need clear baselines and ongoing telemetry (time saved, success rate, error rate, cost per task).
-    - Frontline and field roles are underserved; most assistants are desktop-first and not optimized for voice, offline, and mobile workflows.
-    - Change management friction: long setup, unclear first use-cases, and no path from chat to automation reduce activation and retention.
+    - Knowledge and frontline workers lose 20–40 percent of their time on repetitive digital work: >-
+        searching, summarizing, documenting, scheduling, data entry, follow-ups,
+        and status reporting.
+    - >-
+      Existing copilots are siloed inside single apps (Docs, Email, CRM) and
+      cannot execute end-to-end workflows across tools with permissions,
+      scheduling, and approvals.
+    - >-
+      Generic chatbots lack job-specific context, tool access, and governance,
+      leading to low accuracy, hallucinations, and poor ROI.
+    - >-
+      Enterprises need data security, auditability, and compliance (SOC 2, ISO
+      27001, HIPAA where needed) and struggle to adopt bring-your-own-bot
+      solutions safely.
+    - >-
+      ROI is not consistently measurable; teams need clear baselines and ongoing
+      telemetry (time saved, success rate, error rate, cost per task).
+    - >-
+      Frontline and field roles are underserved; most assistants are
+      desktop-first and not optimized for voice, offline, and mobile workflows.
+    - Change management friction: >-
+        long setup, unclear first use-cases, and no path from chat to automation
+        reduce activation and retention.
   solution:
-    - Job-aware agent platform: a single copilot that loads an occupation-specific skill pack (e.g., Sales, Support, AP/AR, IT help desk) and adapts to org policies and data.
-    - Deep tool integrations: 100+ connectors (email, calendar, docs, CRM, ERP, ticketing, HRIS, messaging, RPA) with granular permissions and admin governance.
-    - End-to-end workflow execution: from understanding a request to drafting, enriching with data, executing tasks in connected apps, and collecting approvals when required.
-    - Evaluation and safety system: built-in guardrails, retrieval-augmented generation, human-in-the-loop review, red team prompts, and measurable accuracy scoring by task type.
-    - Marketplace of skill packs: curated role/industry playbooks and automations with revenue share for partners and internal COE teams.
-    - Mobile and voice-first clients: offline support, dictation, quick actions, and on-device inference options for low-latency tasks.
-    - Observability and ROI analytics: time saved, cost per task, success/error rates, and latency dashboards for admins and team leads.
-    - Data residency and privacy: regional hosting, customer-managed keys, on-prem and VPC deployment options for regulated customers.
-    - Model routing and optimization: vendor-agnostic LLM orchestration to minimize cost/latency while maintaining accuracy and compliance.
-    - Approval and compliance workflows: policy-based controls that require human sign-off for sensitive actions (e.g., payments, privilege escalations).
-  uniqueValueProp: One secure, job-aware copilot that connects to your tools, understands your role, and executes end-to-end workflows with approvals—delivering measurable time saved and accuracy across occupations, not just inside one app.
-  unfairAdvantage: A cross-occupation evaluation and workflow telemetry dataset that improves accuracy and ROI over time, combined with a marketplace of role-specific skill packs and deep integrations. Vendor-agnostic model routing and strong governance enable adoption in regulated environments. Network effects arise as organizations and partners publish and refine playbooks that others adopt and rate, compounding quality and stickiness.
+    - Job-aware agent platform: >-
+        a single copilot that loads an occupation-specific skill pack (e.g.,
+        Sales, Support, AP/AR, IT help desk) and adapts to org policies and
+        data.
+    - Deep tool integrations: >-
+        100+ connectors (email, calendar, docs, CRM, ERP, ticketing, HRIS,
+        messaging, RPA) with granular permissions and admin governance.
+    - End-to-end workflow execution: >-
+        from understanding a request to drafting, enriching with data, executing
+        tasks in connected apps, and collecting approvals when required.
+    - Evaluation and safety system: >-
+        built-in guardrails, retrieval-augmented generation, human-in-the-loop
+        review, red team prompts, and measurable accuracy scoring by task type.
+    - Marketplace of skill packs: >-
+        curated role/industry playbooks and automations with revenue share for
+        partners and internal COE teams.
+    - Mobile and voice-first clients: >-
+        offline support, dictation, quick actions, and on-device inference
+        options for low-latency tasks.
+    - Observability and ROI analytics: >-
+        time saved, cost per task, success/error rates, and latency dashboards
+        for admins and team leads.
+    - Data residency and privacy: >-
+        regional hosting, customer-managed keys, on-prem and VPC deployment
+        options for regulated customers.
+    - Model routing and optimization: >-
+        vendor-agnostic LLM orchestration to minimize cost/latency while
+        maintaining accuracy and compliance.
+    - Approval and compliance workflows: >-
+        policy-based controls that require human sign-off for sensitive actions
+        (e.g., payments, privilege escalations).
+  uniqueValueProp: >-
+    One secure, job-aware copilot that connects to your tools, understands your
+    role, and executes end-to-end workflows with approvals—delivering measurable
+    time saved and accuracy across occupations, not just inside one app.
+  unfairAdvantage: >-
+    A cross-occupation evaluation and workflow telemetry dataset that improves
+    accuracy and ROI over time, combined with a marketplace of role-specific
+    skill packs and deep integrations. Vendor-agnostic model routing and strong
+    governance enable adoption in regulated environments. Network effects arise
+    as organizations and partners publish and refine playbooks that others adopt
+    and rate, compounding quality and stickiness.
   customerSegments:
-    - Primary: Mid-market and enterprise organizations (200–5,000+ employees) using Microsoft 365 or Google Workspace, initially in Sales, Customer Support, Finance/Accounting, IT Service Desk, and Operations.
-    - Secondary: SMBs and prosumers needing cross-tool automation and task execution with strong privacy controls.
-    - Regulated verticals over time: Healthcare administration, Financial services back office, Legal operations (with strict governance).
-    - Frontline/field teams: Construction site supervisors, maintenance technicians, retail ops leaders, logistics coordinators (mobile- and voice-first).
-    - Developers and IT: For integration, administration, and building occupation-specific skill packs via the marketplace.
+    - Primary: >-
+        Mid-market and enterprise organizations (200–5,000+ employees) using
+        Microsoft 365 or Google Workspace, initially in Sales, Customer Support,
+        Finance/Accounting, IT Service Desk, and Operations.
+    - Secondary: >-
+        SMBs and prosumers needing cross-tool automation and task execution with
+        strong privacy controls.
+    - Regulated verticals over time: >-
+        Healthcare administration, Financial services back office, Legal
+        operations (with strict governance).
+    - Frontline/field teams: >-
+        Construction site supervisors, maintenance technicians, retail ops
+        leaders, logistics coordinators (mobile- and voice-first).
+    - Developers and IT: >-
+        For integration, administration, and building occupation-specific skill
+        packs via the marketplace.
   channels:
-    - Product-led growth: freemium desktop/browser extension, Slack/Teams app with 14–30 day trials and in-product upsell.
-    - Marketplaces: Microsoft AppSource, Google Workspace Marketplace, Slack App Directory, Salesforce AppExchange, ServiceNow Store, Atlassian Marketplace.
-    - Enterprise sales: targeting VP Sales/CS, Support Ops, Finance Ops, and CIO for security buy-in; land with 50–200 seat pilots.
-    - Partners: MSPs and SIs for deployment and change management; co-sell with cloud providers and RPA vendors.
-    - Content and community: occupation-specific playbooks, benchmark reports, webinars, and certification programs for admins and builders.
-    - Field and frontline distribution: mobile app stores, device management partners, and industry associations (construction, retail, logistics).
+    - Product-led growth: >-
+        freemium desktop/browser extension, Slack/Teams app with 14–30 day
+        trials and in-product upsell.
+    - Marketplaces: >-
+        Microsoft AppSource, Google Workspace Marketplace, Slack App Directory,
+        Salesforce AppExchange, ServiceNow Store, Atlassian Marketplace.
+    - Enterprise sales: >-
+        targeting VP Sales/CS, Support Ops, Finance Ops, and CIO for security
+        buy-in; land with 50–200 seat pilots.
+    - Partners: >-
+        MSPs and SIs for deployment and change management; co-sell with cloud
+        providers and RPA vendors.
+    - Content and community: >-
+        occupation-specific playbooks, benchmark reports, webinars, and
+        certification programs for admins and builders.
+    - Field and frontline distribution: >-
+        mobile app stores, device management partners, and industry associations
+        (construction, retail, logistics).
   revenueStreams:
-    - Per-seat subscriptions: Starter 15–20 USD per user per month, Pro 35–45 USD per user per month, Enterprise 60–90 USD per user per month with SSO, SCIM, DLP, and advanced governance.
-    - Usage-based automation credits: metered by action minutes or tokens for high-volume workflows; volume discounts for enterprise.
+    - Per-seat subscriptions: >-
+        Starter 15–20 USD per user per month, Pro 35–45 USD per user per month,
+        Enterprise 60–90 USD per user per month with SSO, SCIM, DLP, and
+        advanced governance.
+    - Usage-based automation credits: >-
+        metered by action minutes or tokens for high-volume workflows; volume
+        discounts for enterprise.
     - Vertical skill pack add-ons: premium role/industry packs at 5–20 USD per user per month.
     - Marketplace revenue share: 20–30 percent take rate on third-party skill packs and connectors.
     - Professional services and onboarding: fixed-fee pilots 10–50k USD; integrations and custom playbooks.
     - Private/VPC or on-prem deployment: annual platform fee 50–250k USD plus seats; data residency add-ons.
   costStructure:
-    - COGS: LLM inference and embedding costs, vector storage, GPU/CPU compute, observability, and RPA workload runners.
-    - Cloud infrastructure: multi-region Kubernetes, networking, backups, key management, and data residency zones.
-    - Engineering and product: core platform, integrations team, evaluation/safety team, and mobile/desktop clients.
-    - Go-to-market: sales, marketing, marketplace enablement, partner management, and customer success.
-    - Compliance and security: SOC 2/ISO audits, penetration tests, privacy counsel, and bug bounty.
-    - Support and operations: tiered support, solution architects, annotation/human-in-the-loop reviewers for quality assurance.
+    - COGS: >-
+        LLM inference and embedding costs, vector storage, GPU/CPU compute,
+        observability, and RPA workload runners.
+    - Cloud infrastructure: >-
+        multi-region Kubernetes, networking, backups, key management, and data
+        residency zones.
+    - Engineering and product: >-
+        core platform, integrations team, evaluation/safety team, and
+        mobile/desktop clients.
+    - Go-to-market: >-
+        sales, marketing, marketplace enablement, partner management, and
+        customer success.
+    - Compliance and security: 'SOC 2/ISO audits, penetration tests, privacy counsel, and bug bounty.'
+    - Support and operations: >-
+        tiered support, solution architects, annotation/human-in-the-loop
+        reviewers for quality assurance.
   keyMetrics:
-    - Acquisition and activation: signup-to-connector-link rate target 60 percent; time-to-first-automation under 10 minutes P50; Week 1 activation over 40 percent.
-    - Engagement: weekly active users over monthly active users ratio over 55 percent for paid teams; median weekly tasks per user greater than 8 by Day 30.
-    - Outcome metrics: median time saved per task greater than 30 percent vs baseline; task success rate over 85 percent; human override rate under 15 percent by Day 60.
-    - Quality and safety: critical hallucination rate under 1 per 100 tasks; P95 chat latency under 3 seconds; P95 automation completion under 60 seconds; rollback incidents under 0.5 percent.
-    - Monetization: free-to-paid conversion over 6 percent in SMB; pilot-to-enterprise conversion over 30 percent; blended ARPU 28–45 USD per user per month; gross margin greater than 70 percent by month 12.
-    - Retention and expansion: logo retention over 90 percent annual; seat expansion NRR 120–140 percent; cohort Day-90 retention over 35 percent.
-    - Unit economics: LTV to CAC above 3x by month 18; payback period under 12 months; cost per successful task under 0.04 USD at scale for common workflows.
-    - Security/compliance: SOC 2 Type II within first 12 months; zero priority-1 security incidents per quarter; DLP policy coverage over 95 percent of sensitive fields.
+    - Acquisition and activation: >-
+        signup-to-connector-link rate target 60 percent;
+        time-to-first-automation under 10 minutes P50; Week 1 activation over 40
+        percent.
+    - Engagement: >-
+        weekly active users over monthly active users ratio over 55 percent for
+        paid teams; median weekly tasks per user greater than 8 by Day 30.
+    - Outcome metrics: >-
+        median time saved per task greater than 30 percent vs baseline; task
+        success rate over 85 percent; human override rate under 15 percent by
+        Day 60.
+    - Quality and safety: >-
+        critical hallucination rate under 1 per 100 tasks; P95 chat latency
+        under 3 seconds; P95 automation completion under 60 seconds; rollback
+        incidents under 0.5 percent.
+    - Monetization: >-
+        free-to-paid conversion over 6 percent in SMB; pilot-to-enterprise
+        conversion over 30 percent; blended ARPU 28–45 USD per user per month;
+        gross margin greater than 70 percent by month 12.
+    - Retention and expansion: >-
+        logo retention over 90 percent annual; seat expansion NRR 120–140
+        percent; cohort Day-90 retention over 35 percent.
+    - Unit economics: >-
+        LTV to CAC above 3x by month 18; payback period under 12 months; cost
+        per successful task under 0.04 USD at scale for common workflows.
+    - Security/compliance: >-
+        SOC 2 Type II within first 12 months; zero priority-1 security incidents
+        per quarter; DLP policy coverage over 95 percent of sensitive fields.
+shortName: Omni Copilot
 ---
 # OmniCopilot
 
diff --git a/startups/omoliquidity.mdx b/startups/omoliquidity.mdx
index 672263b..2bc38ca 100644
--- a/startups/omoliquidity.mdx
+++ b/startups/omoliquidity.mdx
@@ -339,6 +339,7 @@ landingPage:
     - >-
       Post-trade: reconcile, attribute drivers, and learn from deviations for
       continuous improvement.
+shortName: OMO Liquidity AI
 ---
 # OMO Liquidity Forecast & Recommendation Agent (NAICS 521110)
 
diff --git a/startups/onboardai.mdx b/startups/onboardai.mdx
index 67ea8e3..a5d4e76 100644
--- a/startups/onboardai.mdx
+++ b/startups/onboardai.mdx
@@ -342,6 +342,7 @@ landingPage:
     - Receive a decision with rationale; auto-open or route to review.
     - Auto-generate CIP/CIRA packages; archive evidence and audit trails.
     - Monitor performance and compliance; optimize policies and vendor mix.
+shortName: OnboardAI
 ---
 # OnboardAI—Digital KYC/KYB Orchestration for Depository Institutions
 
diff --git a/startups/onbrand.mdx b/startups/onbrand.mdx
index 0ecead1..67cbbba 100644
--- a/startups/onbrand.mdx
+++ b/startups/onbrand.mdx
@@ -308,6 +308,7 @@ landingPage:
     - Review AI-generated variants and lock brand/compliance
     - 'Auto-resize, tweak copy or visuals, and request approvals'
     - Schedule posts or export assets to your channels and DAM
+shortName: OnBrand Design AI
 ---
 # OnBrand Auto-Design
 
diff --git a/startups/openhouse.mdx b/startups/openhouse.mdx
index aad6599..c5c8714 100644
--- a/startups/openhouse.mdx
+++ b/startups/openhouse.mdx
@@ -278,6 +278,7 @@ landingPage:
     - 'Leads are scored, tagged, deduped, and routed to the right agent'
     - Generate and share the seller feedback report post‑event
     - Sync everything to your CRM and continue automated nurture
+shortName: OpenHouse Connect
 ---
 # OpenHouse Capture & Follow-up
 
diff --git a/startups/optivend.mdx b/startups/optivend.mdx
index 355a03b..1e6d022 100644
--- a/startups/optivend.mdx
+++ b/startups/optivend.mdx
@@ -276,6 +276,7 @@ landingPage:
     - 'Review results: see uplift by SKU and time; approve winners.'
     - 'Roll out: auto-apply prices to similar machines and venues.'
     - 'Monitor and refine: continuous optimization as demand shifts.'
+shortName: OptiVend AI
 ---
 # OptiVend AI
 
diff --git a/startups/orchestraiq.mdx b/startups/orchestraiq.mdx
index 3c31247..d298468 100644
--- a/startups/orchestraiq.mdx
+++ b/startups/orchestraiq.mdx
@@ -348,6 +348,7 @@ landingPage:
     - 'Run a free audit to reveal gaps, duplicates, and spec conflicts.'
     - Generate pilot content for a category; review and approve in the queue.
     - 'Publish to channels, measure lift, and iterate with A/B tests.'
+shortName: OrchestraIQ
 ---
 # OrchestraIQ — Product Content Enrichment for Musical Instruments & Accessories
 
diff --git a/startups/orepulse.mdx b/startups/orepulse.mdx
index 107bacb..6eb89ec 100644
--- a/startups/orepulse.mdx
+++ b/startups/orepulse.mdx
@@ -322,6 +322,7 @@ landingPage:
     - >-
       Review and scale: monthly tuning, ROI tracking, expand to additional
       assets
+shortName: OrePulse AI
 ---
 # OrePulse AI
 
diff --git a/startups/oreshift.mdx b/startups/oreshift.mdx
index 88007b2..dcfc8b1 100644
--- a/startups/oreshift.mdx
+++ b/startups/oreshift.mdx
@@ -300,6 +300,7 @@ landingPage:
     - Pilot on one pit/loader; deliver actions to supervisors and operators.
     - 'Review weekly: quantify minutes saved and tph uplift; tune playbooks.'
     - Scale site-wide; integrate with maintenance and planning cadence.
+shortName: OreShift AI
 ---
 # OreShift AI — Fleet Productivity Coach for Gold & Silver Open-Pit Mines
 
diff --git a/startups/oscco.mdx b/startups/oscco.mdx
index b4b13c6..3003871 100644
--- a/startups/oscco.mdx
+++ b/startups/oscco.mdx
@@ -293,6 +293,7 @@ landingPage:
     - Set routing rules by community and agent coverage
     - 'Launch on website chat, SMS, and email autoresponders'
     - Monitor bookings and optimize scripts in the dashboard
+shortName: OSC CoPilot
 ---
 # OSC Co‑Pilot — Lead Qualification & Appointment Setter for New-Home Builders
 
diff --git a/startups/outline2deck.mdx b/startups/outline2deck.mdx
index e20a09d..e06793e 100644
--- a/startups/outline2deck.mdx
+++ b/startups/outline2deck.mdx
@@ -283,6 +283,7 @@ landingPage:
     - Review the AI draft and tweak slides
     - Attach data to auto‑build charts
     - Export or share the deck instantly
+shortName: Outline2Deck AI
 ---
 # Outline2Deck AI
 
diff --git a/startups/oven.mdx b/startups/oven.mdx
index e4b2f0e..0f9dfd9 100644
--- a/startups/oven.mdx
+++ b/startups/oven.mdx
@@ -261,6 +261,7 @@ landingPage:
     - 'Tune: refine thresholds and actions with crews.'
     - 'Scale: add ovens, presses, and lines in clicks.'
     - 'Prove impact: track waste, OEE, and downtime drops.'
+shortName: Tortilla Watch AI
 ---
 # Oven/Press Anomaly Watcher (OPAW) — AI for Tortilla Lines
 
diff --git a/startups/ovrflghtrd.mdx b/startups/ovrflghtrd.mdx
index 9560159..0bad026 100644
--- a/startups/ovrflghtrd.mdx
+++ b/startups/ovrflghtrd.mdx
@@ -323,6 +323,7 @@ landingPage:
     - >-
       Share the trip board with dispatch, crew, and handlers; export the final
       pack.
+shortName: Overflight Ready
 ---
 # OverflightReady
 
diff --git a/startups/ovrflwgrd.mdx b/startups/ovrflwgrd.mdx
index 3952e23..9e88303 100644
--- a/startups/ovrflwgrd.mdx
+++ b/startups/ovrflwgrd.mdx
@@ -309,6 +309,7 @@ landingPage:
     - Receive actionable alerts with crew and equipment plans
     - 'Execute, then review post‑event scorecards; models auto‑improve'
     - Scale across basins and automate dispatch as confidence grows
+shortName: OverflowGuard AI
 ---
 # OverflowGuard AI
 
diff --git a/startups/pacewise.mdx b/startups/pacewise.mdx
index aa1c657..fb80f9a 100644
--- a/startups/pacewise.mdx
+++ b/startups/pacewise.mdx
@@ -312,6 +312,7 @@ landingPage:
     - >-
       Measure & refine: track absorption and margin; the model learns and
       adjusts weekly.
+shortName: PaceWise AI
 ---
 # PaceWise AI
 
diff --git a/startups/paddybound.mdx b/startups/paddybound.mdx
index 86f7910..728d216 100644
--- a/startups/paddybound.mdx
+++ b/startups/paddybound.mdx
@@ -311,6 +311,7 @@ landingPage:
     - Receive GIS files plus a signed PDF area certificate.
     - 'Share with insurers, buyers, or subsidy portals; download anytime.'
     - Re-run each season to track changes and keep records current.
+shortName: PaddyCert
 ---
 # PaddyBound Certify
 
diff --git a/startups/panelflow.mdx b/startups/panelflow.mdx
index b4da7d1..f0f2fda 100644
--- a/startups/panelflow.mdx
+++ b/startups/panelflow.mdx
@@ -270,6 +270,7 @@ landingPage:
     - 'Review on the timeline: retime, reorder, or swap panels instantly.'
     - Annotate and regenerate selected shots until it clicks.
     - 'Export: PDF boards, MP4 animatic, and edit/XML packages for post.'
+shortName: PanelFlow AI
 ---
 # PanelFlow AI — Storyboards & Animatics
 
diff --git a/startups/panelmetrics.mdx b/startups/panelmetrics.mdx
index 5e8a26a..6f6b208 100644
--- a/startups/panelmetrics.mdx
+++ b/startups/panelmetrics.mdx
@@ -288,6 +288,7 @@ landingPage:
     - Resolve flagged items and apply rule templates as needed.
     - Approve to generate the takeoff and embed/lifter schedule.
     - 'Export and share with plant, field, and steel partners.'
+shortName: PanelMetrics AI
 ---
 # PanelMetrics AI
 
diff --git a/startups/parametric.mdx b/startups/parametric.mdx
index 3f01fdc..b792376 100644
--- a/startups/parametric.mdx
+++ b/startups/parametric.mdx
@@ -281,6 +281,7 @@ landingPage:
     - AI generates the parametric model with manufacturing assumptions.
     - 'Review in the viewer, comment, and request tweaks.'
     - Export native CAD + STEP and receive the parameter table and DFM notes.
+shortName: ParaCAD
 ---
 # Parametric CAD Starter
 
diff --git a/startups/paretoflow.mdx b/startups/paretoflow.mdx
index 6b2a8d5..9ae793a 100644
--- a/startups/paretoflow.mdx
+++ b/startups/paretoflow.mdx
@@ -305,6 +305,7 @@ landingPage:
     - Receive your first automated weekly Pareto and top-5 countermeasures.
     - Assign actions and publish the pack; the Agent tracks impact and trends.
     - Scale to additional lines and plants; refine continuously with feedback.
+shortName: ParetoFlow
 ---
 # ParetoFlow — Scrap & Downtime Pareto Agent for Packaging Film & Sheet (NAICS 326112)
 
diff --git a/startups/patchpilot.mdx b/startups/patchpilot.mdx
index bf3253a..1f87a7a 100644
--- a/startups/patchpilot.mdx
+++ b/startups/patchpilot.mdx
@@ -295,6 +295,7 @@ landingPage:
     - CI runs; reviewers are assigned; tickets are updated automatically.
     - Deployment is monitored; verification checks confirm the fix.
     - Reports and audit evidence are produced; MTTR and risk drop.
+shortName: PatchPilot AI
 ---
 # PatchPilot AI — Vulnerability Triage & Patch Suggestor
 
diff --git a/startups/peakmold.mdx b/startups/peakmold.mdx
index 24c52be..f137720 100644
--- a/startups/peakmold.mdx
+++ b/startups/peakmold.mdx
@@ -336,6 +336,7 @@ landingPage:
     - >-
       Monitor execution; auto-replan on changes; track savings and OTIF in
       dashboards.
+shortName: PeakMold AI
 ---
 # PeakMold AI
 
diff --git a/startups/peakproof.mdx b/startups/peakproof.mdx
index fa22c3e..1f9ec58 100644
--- a/startups/peakproof.mdx
+++ b/startups/peakproof.mdx
@@ -330,6 +330,7 @@ landingPage:
     - Approve to generate deliverables and QC report
     - Download masters or auto‑deliver to your storage; share review link
     - Need extra polish? Request human engineer review
+shortName: PeakProof AI
 ---
 # PeakProof — AI Mastering & Platform Loudness Conformance
 
diff --git a/startups/petalpitch.mdx b/startups/petalpitch.mdx
index 7f60bee..31422b5 100644
--- a/startups/petalpitch.mdx
+++ b/startups/petalpitch.mdx
@@ -292,6 +292,7 @@ landingPage:
     - 'Tweak items, margins, and terms; publish the proposal.'
     - Send link to client; collect e‑signature and payment.
     - Export timeline and order lists for production and purchasing.
+shortName: PetalPitch AI
 ---
 # PetalPitch AI
 
diff --git a/startups/pilesight.mdx b/startups/pilesight.mdx
index bfd3a19..726b3ab 100644
--- a/startups/pilesight.mdx
+++ b/startups/pilesight.mdx
@@ -281,6 +281,7 @@ landingPage:
     - Human QA reviews and signs off
     - Download reports and GIS files; share the web viewer
     - Schedule recurring surveys or push results via API
+shortName: PileSight AI
 ---
 # PileSight AI
 
diff --git a/startups/pinsight.mdx b/startups/pinsight.mdx
index 246707d..2f385b5 100644
--- a/startups/pinsight.mdx
+++ b/startups/pinsight.mdx
@@ -264,6 +264,7 @@ landingPage:
     - Review counts and maturity ETAs in the dashboard.
     - Auto-notify teams when lots hit readiness.
     - Export data or sync via API for planning.
+shortName: PinSight AI
 ---
 # PinSight AI — Pin Count & Maturity Estimator for Mushroom Producers
 
diff --git a/startups/pitchguard.mdx b/startups/pitchguard.mdx
index 31d3f21..28f03d5 100644
--- a/startups/pitchguard.mdx
+++ b/startups/pitchguard.mdx
@@ -319,6 +319,7 @@ landingPage:
     - >-
       Track results in dashboards: margin saved, violations resolved, price
       position.
+shortName: PitchGuard
 ---
 # PitchGuard: MAP & Competitive Price Monitor for MI Retailers
 
diff --git a/startups/pivotwise.mdx b/startups/pivotwise.mdx
index ab510ad..73bc2de 100644
--- a/startups/pivotwise.mdx
+++ b/startups/pivotwise.mdx
@@ -279,6 +279,7 @@ landingPage:
     - Choose weather source and enable forecast updates.
     - Review daily targets and the weekly schedule by field/zone.
     - 'Irrigate, log applied inches, and let the model update automatically.'
+shortName: PivotWise
 ---
 # PivotWise — Irrigation Scheduling & ET Advisory for Corn (NAICS 111150)
 
diff --git a/startups/plan2bim.mdx b/startups/plan2bim.mdx
index a878913..ac3f04a 100644
--- a/startups/plan2bim.mdx
+++ b/startups/plan2bim.mdx
@@ -288,6 +288,7 @@ landingPage:
     - Map naming standards—or apply presets.
     - Review the browser preview; comment or request tweaks.
     - Approve and download Revit/IFC; optional LOD upgrade or detailing.
+shortName: Plan2BIM
 ---
 # Plan2BIM Quick Model (LOD 200)
 
diff --git a/startups/planogram.mdx b/startups/planogram.mdx
index 2ebe860..c5d835d 100644
--- a/startups/planogram.mdx
+++ b/startups/planogram.mdx
@@ -270,6 +270,7 @@ landingPage:
     - Review AI recommendations per machine; approve in bulk or by route
     - Export service sheets and sync updates to your VMS
     - 'Track KPIs, run A/B tests, and let the model auto-iterate'
+shortName: Planogram AI
 ---
 # Planogram.AI (Product Mix & Slot Optimizer)
 
diff --git a/startups/platenest.mdx b/startups/platenest.mdx
index 72dddc2..683293e 100644
--- a/startups/platenest.mdx
+++ b/startups/platenest.mdx
@@ -324,6 +324,7 @@ landingPage:
     - Review scenarios; select the best yield/lead-time plan.
     - Auto-create RFQs/POs; reserve heats/drops and lock buys.
     - Export nests to CAM and sync traceability and schedule to production.
+shortName: PlateNest AI
 ---
 # PlateNest Pre-Plan AI
 
diff --git a/startups/plumeops.mdx b/startups/plumeops.mdx
index bfcd28f..6178556 100644
--- a/startups/plumeops.mdx
+++ b/startups/plumeops.mdx
@@ -343,6 +343,7 @@ landingPage:
     - >-
       Report and scale: export to regulators/ESG, track KPIs, expand to all
       basins.
+shortName: PlumeOps
 ---
 # PlumeOps — Methane Emissions Triage & Workorder Agent
 
diff --git a/startups/polyrotor.mdx b/startups/polyrotor.mdx
index a1bc2ea..91504c2 100644
--- a/startups/polyrotor.mdx
+++ b/startups/polyrotor.mdx
@@ -291,6 +291,7 @@ landingPage:
     - '3) Go live: anomaly alerts and RUL in app, email, or Teams/Slack.'
     - '4) Integrate maintenance: auto-create work orders and spares reservations.'
     - '5) Scale and refine: add assets, review KPIs, and iterate models.'
+shortName: PolyRotor AI
 ---
 # PolyRotor Predictive
 
diff --git a/startups/polyset.mdx b/startups/polyset.mdx
index 1cf967d..e9c209a 100644
--- a/startups/polyset.mdx
+++ b/startups/polyset.mdx
@@ -338,6 +338,7 @@ landingPage:
     - Train operators; enable view-only advisor on pilot reactors.
     - Go live with approval workflow; expand by grade and unit.
     - 'Track KPIs and iterate: first-pass quality, lab cycles, changeover time.'
+shortName: PolySet AI
 ---
 # PolySet Advisor — AI Setpoint & Recipe Optimization for Synthetic Rubber
 
diff --git a/startups/porteriq.mdx b/startups/porteriq.mdx
index f747af7..b6f1111 100644
--- a/startups/porteriq.mdx
+++ b/startups/porteriq.mdx
@@ -362,6 +362,7 @@ landingPage:
       Export POs to vendors and your systems; trigger transfers where
       recommended.
     - Track results with live KPIs and continuous model tuning.
+shortName: PorterIQ
 ---
 # PorterIQ — Inventory Forecasting & Reorder Copilot for Luggage and Leather Goods Retailers
 
diff --git a/startups/portertag.mdx b/startups/portertag.mdx
index 5054f95..b1290d5 100644
--- a/startups/portertag.mdx
+++ b/startups/portertag.mdx
@@ -334,6 +334,7 @@ landingPage:
     - 'Run enrichment to generate attributes, tags, copy, and structured data.'
     - 'Review by confidence thresholds, approve in bulk, and publish to channels.'
     - 'Monitor SEO and conversion, A/B test copy, and refine rules over time.'
+shortName: PorterTag AI
 ---
 # PorterTag AI — PDP Enrichment for Luggage & Leather Goods
 
diff --git a/startups/portfolio.mdx b/startups/portfolio.mdx
index 54345d2..171ded4 100644
--- a/startups/portfolio.mdx
+++ b/startups/portfolio.mdx
@@ -287,6 +287,7 @@ landingPage:
     - Deploy watchlists to RMs and credit teams via UI and integrations.
     - Review weekly risk shifts; assign and track actions.
     - Continuously tune thresholds using user feedback and outcomes.
+shortName: Portfolio Radar
 ---
 # Portfolio Early-Warning System (EWS)
 
diff --git a/startups/poultryflow.mdx b/startups/poultryflow.mdx
index d4e4508..04b00a2 100644
--- a/startups/poultryflow.mdx
+++ b/startups/poultryflow.mdx
@@ -290,6 +290,7 @@ landingPage:
     - Receive real-time alerts with root-cause hints and severity scores.
     - Follow guided checks to fix leaks/clogs or address health events.
     - Review flock reports and savings; refine alert rules as you scale.
+shortName: PoultryFlow AI
 ---
 # PoultryFlow AI
 
diff --git a/startups/poultryplan.mdx b/startups/poultryplan.mdx
index 27bb1a3..c691982 100644
--- a/startups/poultryplan.mdx
+++ b/startups/poultryplan.mdx
@@ -319,6 +319,7 @@ landingPage:
     - >-
       Continuously improve: review alerts, tune policies, and refine scenarios
       weekly
+shortName: PoultryPlan AI
 ---
 # PoultryPlan AI
 
diff --git a/startups/ppapguard.mdx b/startups/ppapguard.mdx
index 84ef81c..91e7727 100644
--- a/startups/ppapguard.mdx
+++ b/startups/ppapguard.mdx
@@ -330,6 +330,7 @@ landingPage:
     - Approve with e-signature and archive with full traceability
     - Sync status and artifacts to PLM/ERP/QMS
     - Export an auditor-ready dossier in one click
+shortName: PPAPGuard
 ---
 # PPAPGuard — AI PPAP/Document Checker for Heavy Equipment
 
diff --git a/startups/prclnvlp.mdx b/startups/prclnvlp.mdx
index 40a6763..0c27981 100644
--- a/startups/prclnvlp.mdx
+++ b/startups/prclnvlp.mdx
@@ -302,6 +302,7 @@ landingPage:
       parking ratios.
     - Review the 3D massing envelope and adjust assumptions if needed.
     - 'Export the report and models, or share a link with your team/client.'
+shortName: Postal AI
 ---
 # ParcelEnvelope AI
 
diff --git a/startups/predictive.mdx b/startups/predictive.mdx
index 37289a2..ed1afc0 100644
--- a/startups/predictive.mdx
+++ b/startups/predictive.mdx
@@ -286,6 +286,7 @@ landingPage:
     - 'Go live: receive prioritized, actionable alerts'
     - 'Optimize: tune thresholds and link alerts to maintenance plans'
     - 'Scale: roll out across lines, OEMs, and plants with a unified view'
+shortName: WebPulse AI
 ---
 # Predictive Maintenance Lite for Film & Sheet (Extruders/Laminators)
 
diff --git a/startups/presslift.mdx b/startups/presslift.mdx
index f7c3c9d..88cdc85 100644
--- a/startups/presslift.mdx
+++ b/startups/presslift.mdx
@@ -300,6 +300,7 @@ landingPage:
     - Review ranked variants; edit as needed.
     - Publish or launch an A/B/n test.
     - Auto-promote the winner and track lift.
+shortName: PressLift AI
 ---
 # PressLift AI
 
diff --git a/startups/pressready.mdx b/startups/pressready.mdx
index a7d2ee5..9af0f7a 100644
--- a/startups/pressready.mdx
+++ b/startups/pressready.mdx
@@ -311,6 +311,7 @@ landingPage:
     - Review instant preflight results; auto-fix with one click or apply rules.
     - Share the report with the client for sign-off (optional).
     - Download the press-ready PDF/X and route to RIP/MIS.
+shortName: PressReady AI
 ---
 # PressReady.ai
 
diff --git a/startups/pressready2.mdx b/startups/pressready2.mdx
index 4655a75..781e590 100644
--- a/startups/pressready2.mdx
+++ b/startups/pressready2.mdx
@@ -309,6 +309,7 @@ landingPage:
     - Review and share proofs for customer approval.
     - Export press‑ready PDFs with marks; push directly to RIP/MIS.
     - 'Track versions, approvals, and status through to press.'
+shortName: PressReady AI
 ---
 # PressReady AI — Artwork Preflight & Print Imposition Assistant
 
diff --git a/startups/printquote.mdx b/startups/printquote.mdx
index 36c787a..4223a51 100644
--- a/startups/printquote.mdx
+++ b/startups/printquote.mdx
@@ -331,6 +331,7 @@ landingPage:
     - Forward your next RFQ email to the assistant.
     - Review and approve the generated quote; send in one click.
     - Enable auto‑send with guardrails and monitor results.
+shortName: PrintQuote AI
 ---
 # PrintQuote.ai
 
diff --git a/startups/prior.mdx b/startups/prior.mdx
index f3c1d02..cbdee98 100644
--- a/startups/prior.mdx
+++ b/startups/prior.mdx
@@ -319,6 +319,7 @@ landingPage:
     - >-
       Export carryovers and prior‑year data into your tax software and track
       completion
+shortName: PriorFill
 ---
 # Prior-Year Ingestion & Organizer Pre-Fill (PYIOP)
 
diff --git a/startups/promolift.mdx b/startups/promolift.mdx
index 6657ab9..ed352e4 100644
--- a/startups/promolift.mdx
+++ b/startups/promolift.mdx
@@ -2,61 +2,176 @@
 name: PromoLift
 slug: promolift
 naics:
-  primary: "424450"
+  primary: '424450'
   occupations: []
 leanCanvas:
   problem:
-    - "Trade spend lacks transparency: 20–40% of promotions underperform or destroy value because uplift and ROI aren't measured consistently at account/SKU level."
-    - "Wholesalers struggle to separate true incremental volume from forward-buying, cannibalization, and seasonality (e.g., Halloween, Easter, Valentine's) leading to misallocated budgets."
-    - "Display compliance and execution quality are opaque; discounts run without confirming that displays, secondary placements, or features were in place."
-    - "Pricing and promo depth decisions are often heuristic; no systematic next-best action by account/SKU based on elasticity and retailer behaviors."
-    - "Data is siloed (ERP invoices, EDI 852/867, DEX/scan, broker/audit reports) and slow to reconcile; post-event analysis arrives weeks later and misses re-buy windows."
-    - "Finance needs defensible ROI attribution to justify manufacturer co-op funds and negotiate better terms; current spreadsheet methods are not audit-ready."
-    - "Inventory and service levels during promos are volatile, causing out-of-stocks or costly carryover inventory after the event."
-    - "Sales teams need simple, retailer-ready promo sell sheets with evidence of expected incremental margin and category growth."
+    - >-
+      Trade spend lacks transparency: 20–40% of promotions underperform or
+      destroy value because uplift and ROI aren't measured consistently at
+      account/SKU level.
+    - >-
+      Wholesalers struggle to separate true incremental volume from
+      forward-buying, cannibalization, and seasonality (e.g., Halloween, Easter,
+      Valentine's) leading to misallocated budgets.
+    - >-
+      Display compliance and execution quality are opaque; discounts run without
+      confirming that displays, secondary placements, or features were in place.
+    - >-
+      Pricing and promo depth decisions are often heuristic; no systematic
+      next-best action by account/SKU based on elasticity and retailer
+      behaviors.
+    - >-
+      Data is siloed (ERP invoices, EDI 852/867, DEX/scan, broker/audit reports)
+      and slow to reconcile; post-event analysis arrives weeks later and misses
+      re-buy windows.
+    - >-
+      Finance needs defensible ROI attribution to justify manufacturer co-op
+      funds and negotiate better terms; current spreadsheet methods are not
+      audit-ready.
+    - >-
+      Inventory and service levels during promos are volatile, causing
+      out-of-stocks or costly carryover inventory after the event.
+    - >-
+      Sales teams need simple, retailer-ready promo sell sheets with evidence of
+      expected incremental margin and category growth.
   solution:
-    - "Unify data: Ingest invoices/shipments (ERP), trade deals (TPM/finance), promotion calendars, EDI 852 (product activity), EDI 867 (POS and product transfer), and any audit/compliance data."
-    - "Causal uplift measurement: Use hierarchical Bayesian/causal inference to estimate incremental units vs. baseline, separating forward-buying, cannibalization, halo, and seasonality effects by account/SKU/week."
-    - "ROI and margin attribution: Tie uplift to gross-to-net waterfall (list, off-invoice, billbacks, scan, display fees) to compute cost per incremental unit and incremental gross profit ($ and %)."
-    - "Next-best promotion: Recommend offer depth, duration, timing, and display type by account/SKU, given elasticity, shopper response patterns, and retailer calendars."
-    - "Budget and calendar optimizer: Constrained optimization to allocate trade budget across accounts/SKUs to maximize incremental gross profit subject to funding and execution constraints."
-    - "Scenario simulator: What-if analysis to test alternative depths, weeks, displays, and inventory plans with confidence intervals and stockout risk alerts."
-    - "Execution feedback loop: Track display compliance and on-shelf availability where data exists; auto-adjust expected ROI mid-promo; surface learnings into post-event scorecards."
-    - "Decision delivery: Retailer-ready sell sheets and dashboards; API/webhooks to push approved plans to ERP/TPM calendars and to sales enablement tools."
-  uniqueValueProp: "Measure the true incremental impact and ROI of discounts and displays at the account/SKU level and recommend the next-best promotion per account, so wholesalers shift trade dollars to high-yield events, defend co-op funding with evidence, and grow incremental gross profit within a single season."
-  unfairAdvantage: "A vertically specialized uplift and optimization engine for confectionery wholesalers that combines seasonality-aware models, EDI 852/867 ingestion at scale, and anonymized benchmarks of display and discount effectiveness—packaged with retailer-ready evidence and ERP/TPM integrations to operationalize decisions."
+    - >-
+      Unify data: Ingest invoices/shipments (ERP), trade deals (TPM/finance),
+      promotion calendars, EDI 852 (product activity), EDI 867 (POS and product
+      transfer), and any audit/compliance data.
+    - >-
+      Causal uplift measurement: Use hierarchical Bayesian/causal inference to
+      estimate incremental units vs. baseline, separating forward-buying,
+      cannibalization, halo, and seasonality effects by account/SKU/week.
+    - >-
+      ROI and margin attribution: Tie uplift to gross-to-net waterfall (list,
+      off-invoice, billbacks, scan, display fees) to compute cost per
+      incremental unit and incremental gross profit ($ and %).
+    - >-
+      Next-best promotion: Recommend offer depth, duration, timing, and display
+      type by account/SKU, given elasticity, shopper response patterns, and
+      retailer calendars.
+    - >-
+      Budget and calendar optimizer: Constrained optimization to allocate trade
+      budget across accounts/SKUs to maximize incremental gross profit subject
+      to funding and execution constraints.
+    - >-
+      Scenario simulator: What-if analysis to test alternative depths, weeks,
+      displays, and inventory plans with confidence intervals and stockout risk
+      alerts.
+    - >-
+      Execution feedback loop: Track display compliance and on-shelf
+      availability where data exists; auto-adjust expected ROI mid-promo;
+      surface learnings into post-event scorecards.
+    - >-
+      Decision delivery: Retailer-ready sell sheets and dashboards; API/webhooks
+      to push approved plans to ERP/TPM calendars and to sales enablement tools.
+  uniqueValueProp: >-
+    Measure the true incremental impact and ROI of discounts and displays at the
+    account/SKU level and recommend the next-best promotion per account, so
+    wholesalers shift trade dollars to high-yield events, defend co-op funding
+    with evidence, and grow incremental gross profit within a single season.
+  unfairAdvantage: >-
+    A vertically specialized uplift and optimization engine for confectionery
+    wholesalers that combines seasonality-aware models, EDI 852/867 ingestion at
+    scale, and anonymized benchmarks of display and discount
+    effectiveness—packaged with retailer-ready evidence and ERP/TPM integrations
+    to operationalize decisions.
   customerSegments:
-    - "Primary: Mid-market to enterprise confectionery merchant wholesalers (revenue $50M–$3B+) serving grocery, convenience, drug, club, dollar, and specialty channels."
-    - "Key buyers: VP/Head of Sales, Director of Trade Marketing/Revenue Management, CFO/Finance, Category Management, DSD/Route Operations leadership."
-    - "Secondary influencers: Manufacturer broker partners, retail merchandising execution partners, and independent retailer groups buying through wholesalers."
-    - "Early adopters: Wholesalers with seasonal concentration and active displays, and those already exchanging EDI 852/867 or receiving POS feeds from larger retail accounts."
+    - >-
+      Primary: Mid-market to enterprise confectionery merchant wholesalers
+      (revenue $50M–$3B+) serving grocery, convenience, drug, club, dollar, and
+      specialty channels.
+    - >-
+      Key buyers: VP/Head of Sales, Director of Trade Marketing/Revenue
+      Management, CFO/Finance, Category Management, DSD/Route Operations
+      leadership.
+    - >-
+      Secondary influencers: Manufacturer broker partners, retail merchandising
+      execution partners, and independent retailer groups buying through
+      wholesalers.
+    - >-
+      Early adopters: Wholesalers with seasonal concentration and active
+      displays, and those already exchanging EDI 852/867 or receiving POS feeds
+      from larger retail accounts.
   channels:
-    - "Direct sales to top 200 US confectionery wholesalers; 3–6 month sales cycle targeting VP Sales/Trade Marketing and Finance."
-    - "Association-led demand: Sponsor and present at National Confectioners Association (NCA) and Convenience Distribution Association (CDA) events; run seasonal ROI clinics (pre-Halloween, pre-Easter)."
-    - "Alliances: Referral/integration partnerships with ERP (Epicor, Infor, NetSuite, Microsoft partners), EDI VANs, and retail execution firms; co-market with brokers."
-    - "Account-based marketing: Targeted LinkedIn/email to revenue management and category leaders; offer a 90-day pilot focused on 3–5 accounts and 50–100 SKUs around a seasonal event."
-    - "Thought leadership: Publish an annual Confectionery Trade ROI Benchmark (anonymized) and seasonal playbooks; webinar series with case studies."
-    - "Land-and-expand motion: Start with post-event ROI and next-best actions for a subset of accounts; expand to full budget optimization and multi-banner coverage within 2–3 quarters."
+    - >-
+      Direct sales to top 200 US confectionery wholesalers; 3–6 month sales
+      cycle targeting VP Sales/Trade Marketing and Finance.
+    - >-
+      Association-led demand: Sponsor and present at National Confectioners
+      Association (NCA) and Convenience Distribution Association (CDA) events;
+      run seasonal ROI clinics (pre-Halloween, pre-Easter).
+    - >-
+      Alliances: Referral/integration partnerships with ERP (Epicor, Infor,
+      NetSuite, Microsoft partners), EDI VANs, and retail execution firms;
+      co-market with brokers.
+    - >-
+      Account-based marketing: Targeted LinkedIn/email to revenue management and
+      category leaders; offer a 90-day pilot focused on 3–5 accounts and 50–100
+      SKUs around a seasonal event.
+    - >-
+      Thought leadership: Publish an annual Confectionery Trade ROI Benchmark
+      (anonymized) and seasonal playbooks; webinar series with case studies.
+    - >-
+      Land-and-expand motion: Start with post-event ROI and next-best actions
+      for a subset of accounts; expand to full budget optimization and
+      multi-banner coverage within 2–3 quarters.
   revenueStreams:
-    - "SaaS subscription priced by scale (e.g., number of accounts x SKUs analyzed and data refresh frequency). Mid-market: $60k–$150k ARR; Enterprise: $200k–$500k ARR."
-    - "Implementation and data integration fee: $15k–$75k depending on connectors and data readiness."
-    - "Optional managed service (analyst support, quarterly business reviews, retailer sell sheet creation): $3k–$10k/month."
-    - "Performance accelerator: Bonus of 3–5% of incremental gross profit above an agreed baseline (optional, with audit)."
-    - "Professional services: Custom dashboards, advanced optimization scenarios, and retailer-specific templates."
+    - >-
+      SaaS subscription priced by scale (e.g., number of accounts x SKUs
+      analyzed and data refresh frequency). Mid-market: $60k–$150k ARR;
+      Enterprise: $200k–$500k ARR.
+    - >-
+      Implementation and data integration fee: $15k–$75k depending on connectors
+      and data readiness.
+    - >-
+      Optional managed service (analyst support, quarterly business reviews,
+      retailer sell sheet creation): $3k–$10k/month.
+    - >-
+      Performance accelerator: Bonus of 3–5% of incremental gross profit above
+      an agreed baseline (optional, with audit).
+    - >-
+      Professional services: Custom dashboards, advanced optimization scenarios,
+      and retailer-specific templates.
   costStructure:
-    - "Cloud infrastructure and MLOps (compute/storage), including model training and inference costs per customer."
-    - "Data engineering and support for ERP/EDI integrations; ongoing connector maintenance."
-    - "Data licensing where required (e.g., syndicated POS or execution/compliance feeds)."
-    - "R&D: Data science, ML engineering, and domain experts for confectionery and wholesale."
-    - "Sales, marketing (ABM, events), and customer success headcount."
-    - "Security, compliance (SOC 2), privacy, legal, and insurance."
-    - "General and administrative expenses (finance, HR, overhead)."
+    - >-
+      Cloud infrastructure and MLOps (compute/storage), including model training
+      and inference costs per customer.
+    - >-
+      Data engineering and support for ERP/EDI integrations; ongoing connector
+      maintenance.
+    - >-
+      Data licensing where required (e.g., syndicated POS or
+      execution/compliance feeds).
+    - >-
+      R&D: Data science, ML engineering, and domain experts for confectionery
+      and wholesale.
+    - 'Sales, marketing (ABM, events), and customer success headcount.'
+    - 'Security, compliance (SOC 2), privacy, legal, and insurance.'
+    - 'General and administrative expenses (finance, HR, overhead).'
   keyMetrics:
-    - "Customer outcome KPIs: incremental gross profit dollars from promotions (+2–5% in year 1), promo ROI improvement (+200–400 bps), reduction in value-destroying promos (−15–25%), cost per incremental unit (−10–20%), stockouts during promos (−15–30%)."
-    - "Model performance KPIs: uplift prediction MAPE ≤ 20% at account/SKU/week; directional accuracy ≥ 70% on holdout; confidence interval calibration within ±5 pts."
-    - "Adoption KPIs: percent of promotions planned with recommendations (target ≥ 60% by Q2), sales team usage (weekly active users ≥ 65%), time-to-insight post-event (<24 hours)."
-    - "Data health KPIs: match rate of UPC-to-SKU ≥ 98%, EDI 852/867 on-time ingestion ≥ 95%, anomaly detection false positive rate < 5%."
-    - "Revenue KPIs (internal): ACV per logo ($120k target), gross margin ≥ 70%, logo churn < 8%/yr, net revenue retention ≥ 120%, CAC payback ≤ 12 months."
+    - >-
+      Customer outcome KPIs: incremental gross profit dollars from promotions
+      (+2–5% in year 1), promo ROI improvement (+200–400 bps), reduction in
+      value-destroying promos (−15–25%), cost per incremental unit (−10–20%),
+      stockouts during promos (−15–30%).
+    - >-
+      Model performance KPIs: uplift prediction MAPE ≤ 20% at account/SKU/week;
+      directional accuracy ≥ 70% on holdout; confidence interval calibration
+      within ±5 pts.
+    - >-
+      Adoption KPIs: percent of promotions planned with recommendations (target
+      ≥ 60% by Q2), sales team usage (weekly active users ≥ 65%),
+      time-to-insight post-event (<24 hours).
+    - >-
+      Data health KPIs: match rate of UPC-to-SKU ≥ 98%, EDI 852/867 on-time
+      ingestion ≥ 95%, anomaly detection false positive rate < 5%.
+    - >-
+      Revenue KPIs (internal): ACV per logo ($120k target), gross margin ≥ 70%,
+      logo churn < 8%/yr, net revenue retention ≥ 120%, CAC payback ≤ 12 months.
+shortName: PromoLift
 ---
 
 # PromoLift Business Workflows
diff --git a/startups/proofline.mdx b/startups/proofline.mdx
index af934f7..5acf1a5 100644
--- a/startups/proofline.mdx
+++ b/startups/proofline.mdx
@@ -320,6 +320,7 @@ landingPage:
     - 'Resolve as substantiated, needs revision, or remove.'
     - Export citations and the audit log back to the CMS.
     - Publish with confidence.
+shortName: Proofline AI
 ---
 # Proofline AI — Claim Extraction & Fact-Check Assistant for Newspaper Publishers (NAICS 513110)
 
diff --git a/startups/proofline2.mdx b/startups/proofline2.mdx
index d27a19b..bcb4590 100644
--- a/startups/proofline2.mdx
+++ b/startups/proofline2.mdx
@@ -321,6 +321,7 @@ landingPage:
     - Review first reorder suggestions; adjust vendors and substitutions.
     - Enable auto‑draft POs and low‑stock alerts.
     - Receive deliveries in app and reconcile the first invoice; you’re live.
+shortName: Proofline AI
 ---
 # Proofline AI — Ingredient Inventory Reconciliation & Auto‑Reorder for Retail Bakeries
 
diff --git a/startups/proofwise.mdx b/startups/proofwise.mdx
index cb0bde0..bd92e50 100644
--- a/startups/proofwise.mdx
+++ b/startups/proofwise.mdx
@@ -328,6 +328,7 @@ landingPage:
     - Run AI preflight; review risks and recommended fixes
     - Apply auto‑fixes and generate annotated proof + production file
     - 'Share for approval, capture sign‑off, and sync to MIS/PLM'
+shortName: Proofwise Pack
 ---
 # Proofwise Pack — AI Preflight & Proofing for Paperboard Containers
 
diff --git a/startups/provenance.mdx b/startups/provenance.mdx
index 91fee40..7d7d9e1 100644
--- a/startups/provenance.mdx
+++ b/startups/provenance.mdx
@@ -278,6 +278,7 @@ landingPage:
     - Add expert notes and finalize literature/exhibition entries.
     - Export a branded dossier or sync to your systems.
     - Maintain living records—track updates and version history.
+shortName: Provenance AI
 ---
 # Provenance Dossier AI
 
diff --git a/startups/pumpshield.mdx b/startups/pumpshield.mdx
index 5a477c6..8efded4 100644
--- a/startups/pumpshield.mdx
+++ b/startups/pumpshield.mdx
@@ -274,6 +274,7 @@ landingPage:
     - Backtest for cost avoidance; validate on a pilot fleet.
     - 'Deploy triage queues, alerts, and automated work order creation.'
     - 'Track savings, tune thresholds, and expand across regions.'
+shortName: PumpShield AI
 ---
 # PumpShield Predictive Warranty
 
diff --git a/startups/qcguardrails.mdx b/startups/qcguardrails.mdx
index b0632fa..36cf538 100644
--- a/startups/qcguardrails.mdx
+++ b/startups/qcguardrails.mdx
@@ -339,6 +339,7 @@ landingPage:
     - Approve results; guardrails auto‑block or pass based on criteria.
     - Generate and deliver release packages to LIMS/clients in one click.
     - Monitor control charts and KPIs to continuously improve.
+shortName: QC Guardrails
 ---
 # QC Guardrails AI
 
diff --git a/startups/qualiride.mdx b/startups/qualiride.mdx
index 8f5be09..9d0e149 100644
--- a/startups/qualiride.mdx
+++ b/startups/qualiride.mdx
@@ -295,6 +295,7 @@ landingPage:
     - Submit to selected lender portals with one click—no rekeying.
     - Sync outcomes to CRM/DMS and trigger follow‑ups automatically.
     - Track performance and refine rules to boost approvals and gross.
+shortName: QualiRide AI
 ---
 # QualiRide AI — Finance Pre‑Qualification Concierge for Powersports Dealers
 
diff --git a/startups/quantcure.mdx b/startups/quantcure.mdx
index 7ac28ec..93a92fd 100644
--- a/startups/quantcure.mdx
+++ b/startups/quantcure.mdx
@@ -278,6 +278,7 @@ landingPage:
     - Go live with alerts and dashboards on pilot line
     - Weekly QA reviews to tune limits and reduce false alarms
     - 'Roll out across shifts, lines, and plants'
+shortName: QuantCure QC
 ---
 # QuantCure QC — AI Anomaly Detection & SPC for Concrete Block/Brick Plants
 
diff --git a/startups/quarryflow.mdx b/startups/quarryflow.mdx
index 30658e3..487a8e4 100644
--- a/startups/quarryflow.mdx
+++ b/startups/quarryflow.mdx
@@ -317,6 +317,7 @@ landingPage:
     - >-
       Track weekly impact and share ROI reports across operations and
       maintenance.
+shortName: QuarryFlow AI
 ---
 # QuarryFlow AI
 
diff --git a/startups/quarryguard.mdx b/startups/quarryguard.mdx
index 6206c36..7a72072 100644
--- a/startups/quarryguard.mdx
+++ b/startups/quarryguard.mdx
@@ -336,6 +336,7 @@ landingPage:
     - Baseline for 7–14 days; tune to duty cycles and site conditions.
     - 'Start receiving risk scores, explanations, and recommended actions.'
     - Auto-create work orders; review results and scale across the plant.
+shortName: QuarryGuard AI
 ---
 # QuarryGuard AI — Predictive Maintenance for Conveyors & Crushers
 
diff --git a/startups/quarrypulse.mdx b/startups/quarrypulse.mdx
index e3370a5..b34e43b 100644
--- a/startups/quarrypulse.mdx
+++ b/startups/quarrypulse.mdx
@@ -321,6 +321,7 @@ landingPage:
     - Sync with CMMS; enable two-way work order creation and status.
     - 'Go live: review the triage queue daily and action top risks.'
     - 'Weekly review: tune thresholds, confirm savings, and scale to more sites.'
+shortName: QuarryPulse
 ---
 # QuarryPulse — Predictive Maintenance Triage for Aggregates
 
diff --git a/startups/quickqual.mdx b/startups/quickqual.mdx
index c46c8e8..82fe4b5 100644
--- a/startups/quickqual.mdx
+++ b/startups/quickqual.mdx
@@ -306,6 +306,7 @@ landingPage:
     - Set routing rules and connect team calendars
     - 'Launch—AI engages new leads instantly, 24/7'
     - Monitor results and optimize scripts with built-in analytics
+shortName: QuickQual
 ---
 # QuickQual Agent (Lead Qualification & Speed-to-Lead for Real Estate)
 
diff --git a/startups/railguard.mdx b/startups/railguard.mdx
index e721cad..eab351c 100644
--- a/startups/railguard.mdx
+++ b/startups/railguard.mdx
@@ -272,6 +272,7 @@ landingPage:
     - Monitor the risk dashboard and receive predictive HOS alerts.
     - Approve recommended swaps; publish updates to crew and dispatch.
     - Track acknowledgements and generate audit-ready reports.
+shortName: RailGuard AI
 ---
 # RailGuard HOS AI
 
diff --git a/startups/railsight.mdx b/startups/railsight.mdx
index 3799011..976dbe9 100644
--- a/startups/railsight.mdx
+++ b/startups/railsight.mdx
@@ -328,6 +328,7 @@ landingPage:
     - Notify crews/yards and sync with CMMS/TMS systems.
     - Monitor execution and capture inspection/repair outcomes.
     - Continuously learn from outcomes to refine models and rules.
+shortName: RailSight AI
 ---
 # RailSight Triage — Wayside Detector Alert AI
 
diff --git a/startups/railsight2.mdx b/startups/railsight2.mdx
index 3b77593..ccb1d26 100644
--- a/startups/railsight2.mdx
+++ b/startups/railsight2.mdx
@@ -305,6 +305,7 @@ landingPage:
     - Pilot on a corridor or subset; validate against set-outs and NFF rates.
     - 'Integrate to workflow: push work orders, notifications, and dashboards.'
     - Scale fleet-wide; review monthly performance and refresh models.
+shortName: RailSight
 ---
 # RailSight Prioritize
 
diff --git a/startups/ratepilot.mdx b/startups/ratepilot.mdx
index c05307d..22074e4 100644
--- a/startups/ratepilot.mdx
+++ b/startups/ratepilot.mdx
@@ -306,6 +306,7 @@ landingPage:
     - >-
       Monitor outcomes, receive alerts, iterate with A/B tests and scheduled
       refreshes
+shortName: RatePilot
 ---
 # RatePilot — Deposit Pricing Assistant
 
diff --git a/startups/rbtssmblr.mdx b/startups/rbtssmblr.mdx
index 9a6720f..5a2f010 100644
--- a/startups/rbtssmblr.mdx
+++ b/startups/rbtssmblr.mdx
@@ -257,6 +257,7 @@ landingPage:
     - Review and clear exceptions in the workflow
     - Generate and submit rebate packages per manufacturer
     - Track acknowledgments and reconcile payments back to claims
+shortName: Rebate Fusion AI
 ---
 # RebateAssembler AI
 
diff --git a/startups/rebalanceiq.mdx b/startups/rebalanceiq.mdx
index 9742cc8..45aa14f 100644
--- a/startups/rebalanceiq.mdx
+++ b/startups/rebalanceiq.mdx
@@ -308,6 +308,7 @@ landingPage:
     - Review forecasts and the recommended transfer and purchase plan
     - Approve and publish; sync transfers and POs to your systems
     - Monitor outcomes and iterate with scenario planning
+shortName: Rebalance IQ
 ---
 # RebalanceIQ
 
diff --git a/startups/rebondiq.mdx b/startups/rebondiq.mdx
index 104de68..22954b2 100644
--- a/startups/rebondiq.mdx
+++ b/startups/rebondiq.mdx
@@ -294,6 +294,7 @@ landingPage:
     - Approve and release run cards to operators; print labels
     - Capture actual weights and cycles; adjust in real time as scrap changes
     - Review KPIs and QC results; the model learns and improves each run
+shortName: Rebond IQ
 ---
 # RebondIQ
 
diff --git a/startups/reconcileai.mdx b/startups/reconcileai.mdx
index 9c7c050..d9e8fb8 100644
--- a/startups/reconcileai.mdx
+++ b/startups/reconcileai.mdx
@@ -324,6 +324,7 @@ landingPage:
     - System recommends the fix and assigns the right owner.
     - Stakeholders receive coordinated alerts; progress tracked to SLA.
     - Resolutions sync back to core systems and improve the model.
+shortName: BagSync AI
 ---
 # ReconcileAI for Baggage
 
diff --git a/startups/recoverai.mdx b/startups/recoverai.mdx
index 284e52d..834bd3f 100644
--- a/startups/recoverai.mdx
+++ b/startups/recoverai.mdx
@@ -304,6 +304,7 @@ landingPage:
     - Approve and send auto‑drafted demand packages; customize as needed
     - 'Track responses, reminders, and escalations to arbitration or counsel'
     - 'Measure recoveries, cycle time, and hit rate with dashboards and exports'
+shortName: RecoverAI
 ---
 # RecoverAI — Subrogation Opportunity Finder & Demand Drafting for P&C Carriers
 
diff --git a/startups/recoveriq.mdx b/startups/recoveriq.mdx
index 76ca584..382d014 100644
--- a/startups/recoveriq.mdx
+++ b/startups/recoveriq.mdx
@@ -272,6 +272,7 @@ landingPage:
     - Generate demand packages with evidence and damages
     - Adjuster/legal review and approve in-app
     - 'Send, track responses, and trigger follow-ups'
+shortName: RecoverIQ
 ---
 # RecoverIQ — Subrogation Opportunity Detector
 
diff --git a/startups/redlineai.mdx b/startups/redlineai.mdx
index 6573d42..2541157 100644
--- a/startups/redlineai.mdx
+++ b/startups/redlineai.mdx
@@ -312,6 +312,7 @@ landingPage:
       Auto-generate clouds, delta notes, and update revision schedules/title
       blocks.
     - Publish the change log and sync updated sheets back to your CDE.
+shortName: DraftOps AI
 ---
 # RedlineAI DraftOps
 
diff --git a/startups/refilliq.mdx b/startups/refilliq.mdx
index f40bf7c..acd2d67 100644
--- a/startups/refilliq.mdx
+++ b/startups/refilliq.mdx
@@ -324,6 +324,7 @@ landingPage:
     - Review forecasted depletion and suggested service dates.
     - Approve auto-generated routes and pick-lists; dispatch to drivers.
     - Monitor KPIs and refine par levels/planograms with one click.
+shortName: RefillIQ
 ---
 # RefillIQ — Demand Forecasting & Restock Scheduler for Vending Operators
 
diff --git a/startups/regpack.mdx b/startups/regpack.mdx
index f8efde4..53413a1 100644
--- a/startups/regpack.mdx
+++ b/startups/regpack.mdx
@@ -296,6 +296,7 @@ landingPage:
     - Resolve flagged items and approve in bulk
     - 'Choose filing mode: file via eCO or export packet for client filing'
     - Monitor status and store receipts/certificates in the dashboard
+shortName: RegPack AI
 ---
 # RegPack.AI — eCO Packager for Music Publishers
 
diff --git a/startups/regulatory.mdx b/startups/regulatory.mdx
index 5b5559f..561cd09 100644
--- a/startups/regulatory.mdx
+++ b/startups/regulatory.mdx
@@ -363,6 +363,7 @@ landingPage:
     - Review the Impact Matrix; approve the auto-generated action plan.
     - 'Assign owners, due dates, and sync tasks to Jira/Teams/Email.'
     - 'Track progress, receive smart alerts, and export audit-ready reports.'
+shortName: RegImpact
 ---
 # Regulatory Change Radar & Impact Matrix (RCRIM)
 
diff --git a/startups/regulatory2.mdx b/startups/regulatory2.mdx
index f689585..08ac633 100644
--- a/startups/regulatory2.mdx
+++ b/startups/regulatory2.mdx
@@ -320,6 +320,7 @@ landingPage:
     - 'AI assembles baseline calculations, logs, and draft forms'
     - 'Your team reviews, edits, and approves in‑platform'
     - Export and submit; retain an audit‑ready binder with full traceability
+shortName: AmmoComply AI
 ---
 # Regulatory Reporting & Audit-Prep Assistant — AI for Small Arms Ammunition Manufacturing (NAICS 332992)
 
diff --git a/startups/relayfix.mdx b/startups/relayfix.mdx
index f3dc41f..93f1efa 100644
--- a/startups/relayfix.mdx
+++ b/startups/relayfix.mdx
@@ -285,6 +285,7 @@ landingPage:
     - Train on historical tickets; run shadow mode to validate
     - Go live with gated triage and automated remote actions
     - Expand to proactive maintenance and parts forecasting
+shortName: RelayFix AI
 ---
 # RelayFix AI
 
diff --git a/startups/releasenote.mdx b/startups/releasenote.mdx
index 4cc05a9..1683a86 100644
--- a/startups/releasenote.mdx
+++ b/startups/releasenote.mdx
@@ -318,6 +318,7 @@ landingPage:
     - Generate draft; review and refine with suggestions.
     - Approve and auto-publish to releases and docs.
     - Notify teams via Slack/Teams and publish RSS.
+shortName: ReleaseNote AI
 ---
 # ReleaseNote Agent
 
diff --git a/startups/rentguard.mdx b/startups/rentguard.mdx
index 85e46d3..c54dbed 100644
--- a/startups/rentguard.mdx
+++ b/startups/rentguard.mdx
@@ -317,6 +317,7 @@ landingPage:
     - >-
       Launch: Go live across web, app, and in‑store; monitor results and refine
       policies in the dashboard.
+shortName: RentGuard
 ---
 # RentGuard PreCheck
 
diff --git a/startups/rentlinker.mdx b/startups/rentlinker.mdx
index 357861c..3229a7c 100644
--- a/startups/rentlinker.mdx
+++ b/startups/rentlinker.mdx
@@ -298,6 +298,7 @@ landingPage:
     - Select policy templates and escalation rules
     - Preview messages and activate nudges by property or portfolio
     - 'Track payments, review audit logs, and optimize with A/B tests'
+shortName: RentLink AI
 ---
 # RentLinker AI
 
diff --git a/startups/rentpulse.mdx b/startups/rentpulse.mdx
index 0c556b9..4691039 100644
--- a/startups/rentpulse.mdx
+++ b/startups/rentpulse.mdx
@@ -294,6 +294,7 @@ landingPage:
     - Simulate scenarios and review forecasted utilization and margin.
     - Go live in Assist (recommendations) or Autopilot (auto‑publish).
     - 'Track KPIs, iterate with experiments, and scale across locations.'
+shortName: RentPulse AI
 ---
 # RentPulse AI — Dynamic Pricing & Promotion Optimizer
 
diff --git a/startups/resinscope.mdx b/startups/resinscope.mdx
index cf87f84..0c9e808 100644
--- a/startups/resinscope.mdx
+++ b/startups/resinscope.mdx
@@ -275,6 +275,7 @@ landingPage:
     - Approve recommended volumes and release POs.
     - Track realized savings and supplier performance.
     - Continuously refine constraints as the model learns.
+shortName: ResinScope
 ---
 # ResinScope: Market Monitor & Buy-Window Recommender
 
diff --git a/startups/resistwise.mdx b/startups/resistwise.mdx
index f43e63c..a97faf1 100644
--- a/startups/resistwise.mdx
+++ b/startups/resistwise.mdx
@@ -304,6 +304,7 @@ landingPage:
     - Auto-generate spray windows based on forecast and label constraints
     - 'Receive alerts, adjust timing, and lock in the plan'
     - 'Execute, log applications, and export records for audits and rebates'
+shortName: ResistWise Spray
 ---
 # ResistWise Spray Planner
 
diff --git a/startups/retailer.mdx b/startups/retailer.mdx
index 882b249..30e8819 100644
--- a/startups/retailer.mdx
+++ b/startups/retailer.mdx
@@ -362,6 +362,7 @@ landingPage:
     - 'Go live: AI drives routing, ASN, labels, and appointments per order.'
     - Resolve exceptions with one click; the system learns your preferences.
     - 'Track savings, OTIF, and chargeback reductions in the dashboard.'
+shortName: SoleGuide AI
 ---
 # Retailer Routing & ASN Compliance Copilot (for Footwear Merchant Wholesalers — NAICS 424340)
 
diff --git a/startups/returnflow.mdx b/startups/returnflow.mdx
index 9d5c244..674ee1a 100644
--- a/startups/returnflow.mdx
+++ b/startups/returnflow.mdx
@@ -308,6 +308,7 @@ landingPage:
     - Enable intake channels and rider self‑service portal.
     - Invite drivers and deploy lightweight driver workflows.
     - Go live and track performance in the dashboard.
+shortName: ReturnFlow AI
 ---
 # ReturnFlow AI
 
diff --git a/startups/returnready.mdx b/startups/returnready.mdx
index 811a358..c297052 100644
--- a/startups/returnready.mdx
+++ b/startups/returnready.mdx
@@ -293,6 +293,7 @@ landingPage:
     - 'Client uploads; AI classifies, names, and routes files automatically.'
     - Monitor progress; automated reminders chase missing items.
     - Export organized documents and data to your tax software.
+shortName: ReturnReady
 ---
 # ReturnReady Orchestrator
 
diff --git a/startups/revai.mdx b/startups/revai.mdx
index 731bc8e..c03f364 100644
--- a/startups/revai.mdx
+++ b/startups/revai.mdx
@@ -319,6 +319,7 @@ landingPage:
     - 'AI responds, qualifies, recommends units, and books appointments.'
     - Sales team gets instant notifications and day-of reminders.
     - Track conversions and optimize with built-in analytics.
+shortName: RevAI Triage
 ---
 # RevAI Triage & Set — for Powersports Dealers
 
diff --git a/startups/rfiscout.mdx b/startups/rfiscout.mdx
index f401a0d..08ae57f 100644
--- a/startups/rfiscout.mdx
+++ b/startups/rfiscout.mdx
@@ -277,6 +277,7 @@ landingPage:
     - Generate RFIs with one click; edit wording and add preferred resolutions.
     - Send via integrations or email; assign recipients and due dates.
     - 'Track responses, update the register, and close issues with a click.'
+shortName: RFIScout AI
 ---
 # RFIScout AI
 
diff --git a/startups/rfqestimate.mdx b/startups/rfqestimate.mdx
index 1804dbd..98d71d5 100644
--- a/startups/rfqestimate.mdx
+++ b/startups/rfqestimate.mdx
@@ -319,6 +319,7 @@ landingPage:
     - Generate pricing and draft quote text; route for approval.
     - Export to ERP/MRP and CRM; send quote to customer.
     - Track outcome and actuals; model auto‑calibrates.
+shortName: RFQ Estimate AI
 ---
 # RFQEstimate.AI
 
diff --git a/startups/rfqto.mdx b/startups/rfqto.mdx
index 08cd370..b2c448f 100644
--- a/startups/rfqto.mdx
+++ b/startups/rfqto.mdx
@@ -343,6 +343,7 @@ landingPage:
       assumptions.
     - 'Tweak parameters, approve, and generate the customer‑ready quote.'
     - Push to MIS/ERP and send—close the loop with an auditable record.
+shortName: RFQ2Quote AI
 ---
 # RFQ-to-Quote Costing Bot
 
diff --git a/startups/rfqto2.mdx b/startups/rfqto2.mdx
index edf9925..c6c7c5c 100644
--- a/startups/rfqto2.mdx
+++ b/startups/rfqto2.mdx
@@ -333,6 +333,7 @@ landingPage:
     - 'Estimator reviews, tweaks drivers, and locks margin/price breaks.'
     - Generate a customer-ready quote plus BOM and routing; export to ERP/CRM.
     - Track award status and feed job actuals back to improve estimates.
+shortName: RFQ Autopilot
 ---
 # RFQ-to-Quote Autopilot (for Construction Machinery Manufacturing – NAICS 333120)
 
diff --git a/startups/rfqto3.mdx b/startups/rfqto3.mdx
index 03c1748..1d4c576 100644
--- a/startups/rfqto3.mdx
+++ b/startups/rfqto3.mdx
@@ -332,6 +332,7 @@ landingPage:
     - 'Pilot with real RFQs; tune parsing, pricing, and approvals.'
     - Go live—monitor dashboard KPIs and resolve exceptions.
     - 'Scale to additional customers, vendors, and portals.'
+shortName: BoltQuote
 ---
 # RFQ-to-Quote Autoresponder for Piece Goods, Notions, and Dry Goods Wholesalers
 
diff --git a/startups/rfqto4.mdx b/startups/rfqto4.mdx
index 891726d..0b375f8 100644
--- a/startups/rfqto4.mdx
+++ b/startups/rfqto4.mdx
@@ -341,6 +341,7 @@ landingPage:
     - 'Review & approve: engineering checks, risk flags, and sign-off workflow.'
     - 'Generate proposal: branded PDF/Word with layouts, scope, and T&Cs.'
     - 'Sync downstream: push quote/BOM to CRM/ERP and parameters to CAD.'
+shortName: ConveyQuote
 ---
 # RFQ-to-Proposal Assistant (CPQ for Conveyors)
 
diff --git a/startups/riceedge.mdx b/startups/riceedge.mdx
index 28744ba..792815c 100644
--- a/startups/riceedge.mdx
+++ b/startups/riceedge.mdx
@@ -271,6 +271,7 @@ landingPage:
     - 'Plan harvest: sort fields by window, risk, and logistics constraints.'
     - 'Act with confidence: schedule crews; get alerts as windows shift.'
     - 'Validate & improve: compare outcomes; model learns each season.'
+shortName: RiceEdge AI
 ---
 # RiceEdge AI — Yield & Harvest Advisor
 
diff --git a/startups/riceshield.mdx b/startups/riceshield.mdx
index 5a5da75..f4421c1 100644
--- a/startups/riceshield.mdx
+++ b/startups/riceshield.mdx
@@ -300,6 +300,7 @@ landingPage:
     - Snap leaf/hopper photos and submit for instant diagnosis
     - Follow threshold-based actions and log treatments
     - 'Review outcomes, adjust practices, and export reports'
+shortName: RiceShield AI
 ---
 # RiceShield AI
 
diff --git a/startups/ricewise.mdx b/startups/ricewise.mdx
index 1fa5e98..17d7915 100644
--- a/startups/ricewise.mdx
+++ b/startups/ricewise.mdx
@@ -346,6 +346,7 @@ landingPage:
     - Receive alerts for topdressing windows based on LCC and weather.
     - 'Apply, log operations, and track yield, cost savings, and NUE.'
     - Export plan sheets or variable-rate files for your applicator.
+shortName: RiceWise AI
 ---
 # RiceWise SSNM — AI Nutrient Plans for Rice (NAICS 111160)
 
diff --git a/startups/rideledger.mdx b/startups/rideledger.mdx
index be8ef6f..096c4e6 100644
--- a/startups/rideledger.mdx
+++ b/startups/rideledger.mdx
@@ -303,6 +303,7 @@ landingPage:
     - 'Set up cost-center/GL mapping by rider, department, or PO'
     - Auto-generate invoices and e-receipts from trip activity
     - 'Review exceptions, approve, export, and reconcile in one place'
+shortName: RideLedger AI
 ---
 # RideLedger AI
 
diff --git a/startups/rideresolve.mdx b/startups/rideresolve.mdx
index a5be5b1..66b2ba0 100644
--- a/startups/rideresolve.mdx
+++ b/startups/rideresolve.mdx
@@ -306,6 +306,7 @@ landingPage:
     - 'Set policies, actions, and brand tone to match your operations.'
     - Train on historical tickets; launch a monitored pilot.
     - Scale to 24/7 coverage with dashboards and continuous learning.
+shortName: RideResolve AI
 ---
 # RideResolve AI
 
diff --git a/startups/riverdraft.mdx b/startups/riverdraft.mdx
index cccf5b9..56c5c6f 100644
--- a/startups/riverdraft.mdx
+++ b/startups/riverdraft.mdx
@@ -309,6 +309,7 @@ landingPage:
     - Adjust safety margins or constraints; run scenarios.
     - Export loading sheets and pilot guidance; dispatch to teams.
     - Monitor alerts and auto-replan as river stages change.
+shortName: RiverDraft Advisor
 ---
 # RiverDraft Advisor (Stage-Aware)
 
diff --git a/startups/riveropt.mdx b/startups/riveropt.mdx
index fa75da4..ed409b4 100644
--- a/startups/riveropt.mdx
+++ b/startups/riveropt.mdx
@@ -279,6 +279,7 @@ landingPage:
       Re‑plan automatically as conditions change; dispatch monitors in real
       time.
     - 'Export savings, ETA performance, and emissions reports.'
+shortName: RiverOpt AI
 ---
 # RiverOpt AI
 
diff --git a/startups/riverpulse.mdx b/startups/riverpulse.mdx
index c5b23ac..3e5c658 100644
--- a/startups/riverpulse.mdx
+++ b/startups/riverpulse.mdx
@@ -323,6 +323,7 @@ landingPage:
     - Pilot on one route with shadow alerts
     - Train crew and dispatch; set escalation rules
     - Go live system-wide and monitor KPIs
+shortName: RiverPulse AI
 ---
 # RiverPulse AI
 
diff --git a/startups/riverwise.mdx b/startups/riverwise.mdx
index 20a359f..41234bc 100644
--- a/startups/riverwise.mdx
+++ b/startups/riverwise.mdx
@@ -292,6 +292,7 @@ landingPage:
       Monitor the live map, act on suggested departure/route changes, and get
       alerts.
     - Review post-voyage analytics to refine schedules and policies.
+shortName: RiverWise ETA
 ---
 # RiverWise ETA & Lock Advisor
 
diff --git a/startups/rls2str.mdx b/startups/rls2str.mdx
index 152977a..afd27ef 100644
--- a/startups/rls2str.mdx
+++ b/startups/rls2str.mdx
@@ -303,6 +303,7 @@ landingPage:
     - >-
       Publish to CMS and newsletters; archive draft, sources, and notes for
       audit.
+shortName: Press2Story
 ---
 # Release2Story (Press Release-to-Story Transformer)
 
diff --git a/startups/roast.mdx b/startups/roast.mdx
index f00a1ff..1367f16 100644
--- a/startups/roast.mdx
+++ b/startups/roast.mdx
@@ -288,6 +288,7 @@ landingPage:
     - Receive recommended setpoints and guardrails per recipe
     - 'Go live with operator‑approved, closed‑loop adjustments'
     - Monitor performance; the model learns and updates automatically
+shortName: ChocoCurve AI
 ---
 # Roast & Conche Parameter Optimizer (RCPO)
 
diff --git a/startups/roastcurve.mdx b/startups/roastcurve.mdx
index 8a88753..0529b77 100644
--- a/startups/roastcurve.mdx
+++ b/startups/roastcurve.mdx
@@ -289,6 +289,7 @@ landingPage:
     - Validate with shadow recommendations and side-by-side runs
     - 'Go live: push setpoints, guardrails, and alerts to operators/PLC'
     - Review savings and quality lift; the model keeps learning each batch
+shortName: RoastCurve IQ
 ---
 # RoastCurve IQ
 
diff --git a/startups/roastright.mdx b/startups/roastright.mdx
index 0022bd0..029420e 100644
--- a/startups/roastright.mdx
+++ b/startups/roastright.mdx
@@ -387,6 +387,7 @@ landingPage:
       Publish to shop floor/MES; monitor execution and adjust with continuous
       replanning.
     - 'Run what‑ifs, calibrate policies, and go live in 30–45 days.'
+shortName: RoastRight AI
 ---
 # RoastRight AI
 
diff --git a/startups/rockledger.mdx b/startups/rockledger.mdx
index 0470ff9..ee834f3 100644
--- a/startups/rockledger.mdx
+++ b/startups/rockledger.mdx
@@ -323,6 +323,7 @@ landingPage:
     - >-
       Repeat: Schedule cycle counts and receive reminders to keep inventory
       current.
+shortName: RockLedger AI
 ---
 # RockLedger AI
 
diff --git a/startups/rootcause.mdx b/startups/rootcause.mdx
index 92a01d9..840763f 100644
--- a/startups/rootcause.mdx
+++ b/startups/rootcause.mdx
@@ -329,6 +329,7 @@ landingPage:
     - >-
       Prove ROI: track scrap reduction and FPY lift; continuously improve with
       operator feedback
+shortName: PlastiFix AI
 ---
 # RootCause.AI for Plastics Fixtures
 
diff --git a/startups/rotorsense.mdx b/startups/rotorsense.mdx
index f069f3b..245e17a 100644
--- a/startups/rotorsense.mdx
+++ b/startups/rotorsense.mdx
@@ -359,6 +359,7 @@ landingPage:
     - >-
       Go live & scale: Enable alerts and escalations; measure impact; roll out
       across sites and fleets.
+shortName: RotorSense AI
 ---
 # RotorSense AI
 
diff --git a/startups/roundsight.mdx b/startups/roundsight.mdx
index 1dc2014..315a7dd 100644
--- a/startups/roundsight.mdx
+++ b/startups/roundsight.mdx
@@ -330,6 +330,7 @@ landingPage:
     - Validate with a holdout run; review FP/FN and adjust thresholds.
     - 'Go live: set pass/fail actions, PLC outputs, and notification rules.'
     - 'Monitor performance, retrain on edge cases, and roll out to more lines.'
+shortName: RoundSight AI
 ---
 # RoundSight AI — Visual Defect Screening for Ammunition Components
 
diff --git a/startups/routepulse.mdx b/startups/routepulse.mdx
index 8f1c56f..0283ffa 100644
--- a/startups/routepulse.mdx
+++ b/startups/routepulse.mdx
@@ -276,6 +276,7 @@ landingPage:
     - Drivers run routes in the app; progress updates in real time
     - System auto-re-optimizes when machines or drivers go off-plan
     - Review KPIs and refine rules; expand from pilot to full fleet
+shortName: RoutePulse Vending
 ---
 # RoutePulse Dispatch for Vending
 
diff --git a/startups/royaltyrecon.mdx b/startups/royaltyrecon.mdx
index 9ff7bed..9cbc6a4 100644
--- a/startups/royaltyrecon.mdx
+++ b/startups/royaltyrecon.mdx
@@ -355,6 +355,7 @@ landingPage:
     - Review and resolve flagged variances.
     - Export accounting‑ready files to your royalty and GL systems.
     - Track close progress with dashboards and alerts.
+shortName: RoyaltyRecon AI
 ---
 # RoyaltyRecon AI
 
diff --git a/startups/runnext.mdx b/startups/runnext.mdx
index 2d10f78..4ae45f7 100644
--- a/startups/runnext.mdx
+++ b/startups/runnext.mdx
@@ -293,6 +293,7 @@ landingPage:
     - Review AI-suggested experiments and predicted trade-offs
     - Run splits; sync metrology back automatically
     - 'Iterate to spec, then export final recipe and guardbands'
+shortName: RunNext AI
 ---
 # RunNext.AI
 
diff --git a/startups/sawplan.mdx b/startups/sawplan.mdx
index a4d36d3..e9c2603 100644
--- a/startups/sawplan.mdx
+++ b/startups/sawplan.mdx
@@ -333,6 +333,7 @@ landingPage:
     - Print labels and job packets; release to operator tablets
     - Execute on the floor; scan pieces and capture actuals
     - Auto-update inventory; publish yield and cost reports
+shortName: SawPlan AI
 ---
 # SawPlan AI
 
diff --git a/startups/sceneledger.mdx b/startups/sceneledger.mdx
index 99a6caf..71e1bcb 100644
--- a/startups/sceneledger.mdx
+++ b/startups/sceneledger.mdx
@@ -299,6 +299,7 @@ landingPage:
     - 'Set key assumptions (shoot days, travel, equipment, VFX approach).'
     - Generate draft budget and assumptions sheet.
     - 'Export, share for notes, and iterate on new script versions.'
+shortName: Scene Ledger
 ---
 # SceneLedger
 
diff --git a/startups/schedai.mdx b/startups/schedai.mdx
index 3992d35..f5cb438 100644
--- a/startups/schedai.mdx
+++ b/startups/schedai.mdx
@@ -334,6 +334,7 @@ landingPage:
     - Publish dispatch lists to the shop floor and start capturing actuals.
     - Run rush-order what-ifs; commit the best plan with one click.
     - Monitor due-date risk and reoptimize automatically as conditions change.
+shortName: CartonOps AI
 ---
 # SchedAI — APS & Dispatcher for Paperboard Container Manufacturers (NAICS 322219)
 
diff --git a/startups/schedulewise.mdx b/startups/schedulewise.mdx
index bea3e8e..1cddd24 100644
--- a/startups/schedulewise.mdx
+++ b/startups/schedulewise.mdx
@@ -306,6 +306,7 @@ landingPage:
     - >-
       Export import-ready summaries to your tax software and archive the
       workpaper.
+shortName: ScheduleWise AI
 ---
 # ScheduleWise AI
 
diff --git a/startups/scopedelta.mdx b/startups/scopedelta.mdx
index df96727..83c1372 100644
--- a/startups/scopedelta.mdx
+++ b/startups/scopedelta.mdx
@@ -320,6 +320,7 @@ landingPage:
       Review AI-generated diffs and quantified deltas; adjust assumptions as
       needed.
     - Export a pricing-ready change package and share with the GC/owner.
+shortName: ScopeDelta AI
 ---
 # ScopeDelta AI
 
diff --git a/startups/scoutlight.mdx b/startups/scoutlight.mdx
index 91a1988..89b02a4 100644
--- a/startups/scoutlight.mdx
+++ b/startups/scoutlight.mdx
@@ -334,6 +334,7 @@ landingPage:
     - Shortlist and compare; request holds and permits from within the app.
     - Lock shoot windows and sync to calendar/stripboard.
     - Export scout packs and share with your team.
+shortName: ScoutLight AI
 ---
 # ScoutLight AI
 
diff --git a/startups/seampilot.mdx b/startups/seampilot.mdx
index 6c5a41b..2a15d29 100644
--- a/startups/seampilot.mdx
+++ b/startups/seampilot.mdx
@@ -303,6 +303,7 @@ landingPage:
     - Start receiving predictive alerts and setup recommendations
     - Execute actions; system confirms improvement from SPC/teardown
     - Roll out to additional seamers and standardize best practices
+shortName: SeamPilot AI
 ---
 # SeamPilot AI — Predictive Maintenance & Setup Advisor
 
diff --git a/startups/seamsight.mdx b/startups/seamsight.mdx
index 424dbef..6ebf2c9 100644
--- a/startups/seamsight.mdx
+++ b/startups/seamsight.mdx
@@ -294,6 +294,7 @@ landingPage:
     - Review AI findings and recommended roll and chuck adjustments
     - Apply changes and re-check; system confirms in-spec status
     - Publish the lot report and enable real-time drift alerts
+shortName: SeamSight AI
 ---
 # SeamSight AI — Double Seam QA Analyzer
 
diff --git a/startups/seedsense.mdx b/startups/seedsense.mdx
index fb2d961..0ff7569 100644
--- a/startups/seedsense.mdx
+++ b/startups/seedsense.mdx
@@ -340,6 +340,7 @@ landingPage:
     - Approve and export prescriptions to your monitor (ISOXML/Shapefile).
     - Plant with confidence; adjust if conditions change.
     - 'After harvest, measure results and refine for next season.'
+shortName: SeedSense AI
 ---
 # SeedSense AI Prescriptions
 
diff --git a/startups/seismoai.mdx b/startups/seismoai.mdx
index bc65006..30552f5 100644
--- a/startups/seismoai.mdx
+++ b/startups/seismoai.mdx
@@ -285,6 +285,7 @@ landingPage:
     - Launch 2D tomography; monitor misfit and convergence
     - Approve model; generate Vs/Vp sections and contours
     - 'Export picks, models, and reports; share via link or API'
+shortName: TomoPick AI
 ---
 # SeismoAI TomoPick
 
diff --git a/startups/sentinel.mdx b/startups/sentinel.mdx
index d1ddf1d..9941d92 100644
--- a/startups/sentinel.mdx
+++ b/startups/sentinel.mdx
@@ -306,6 +306,7 @@ landingPage:
     - 'Work cases in the SIU console using rationale, links, and guided actions'
     - Measure results; capture investigator feedback to tune models
     - Expand to additional lines and emerging fraud schemes
+shortName: SIU Sentinel
 ---
 # Sentinel SIU Assistant
 
diff --git a/startups/setoptima.mdx b/startups/setoptima.mdx
index c5e1956..a3ceddd 100644
--- a/startups/setoptima.mdx
+++ b/startups/setoptima.mdx
@@ -287,6 +287,7 @@ landingPage:
     - 'Share plan; auto-notes for camera, G&E, sound, and script.'
     - 'Run the day: check off shots; re-optimize as things change.'
     - Export reports and wrap metrics; refine presets for next shoot.
+shortName: SetOptima AI
 ---
 # SetOptima — AI Coverage Planner & Shot-Order Optimizer
 
diff --git a/startups/setpointai.mdx b/startups/setpointai.mdx
index 3181454..7c377a2 100644
--- a/startups/setpointai.mdx
+++ b/startups/setpointai.mdx
@@ -343,6 +343,7 @@ landingPage:
     - >-
       Continuously improve: model retrains and promotes best-known setups to
       standards.
+shortName: SetPoint AI
 ---
 # SetPointAI (Run Setup Recommender for Extrusion & Lamination)
 
diff --git a/startups/settlemove.mdx b/startups/settlemove.mdx
index 9e846f0..0291b71 100644
--- a/startups/settlemove.mdx
+++ b/startups/settlemove.mdx
@@ -325,6 +325,7 @@ landingPage:
     - 'AI triages items, classifies damage, and applies coverage rules.'
     - Review and adjust proposed settlement; add comments.
     - 'Generate packet, send for e-sign, and track payout to close.'
+shortName: SettleMove AI
 ---
 # SettleMove AI
 
diff --git a/startups/setwise.mdx b/startups/setwise.mdx
index 20d2f92..ef53845 100644
--- a/startups/setwise.mdx
+++ b/startups/setwise.mdx
@@ -276,6 +276,7 @@ landingPage:
     - >-
       Monitor execution, handle exceptions, and auto-replan as conditions
       change.
+shortName: SetWise
 ---
 # SetWise — Egg Set & Order Allocation Optimizer
 
diff --git a/startups/setwise2.mdx b/startups/setwise2.mdx
index d70ec56..ac5b59d 100644
--- a/startups/setwise2.mdx
+++ b/startups/setwise2.mdx
@@ -309,6 +309,7 @@ landingPage:
     - >-
       Save as a preset and auto-update cycle-time and reject rates for future
       runs.
+shortName: SetWise AI
 ---
 # SetWise AI — Planer/Resaw Setup Recommender
 
diff --git a/startups/sheetpilot.mdx b/startups/sheetpilot.mdx
index a20b745..e08c01a 100644
--- a/startups/sheetpilot.mdx
+++ b/startups/sheetpilot.mdx
@@ -371,6 +371,7 @@ landingPage:
     - Review AI-generated previews; accept or tweak layouts and metadata.
     - Publish to PDF/DWG and auto-generate the transmittal package.
     - Share and track delivery status with a complete audit trail.
+shortName: SheetPilot AI
 ---
 # SheetPilot AI — Sheet Set Assembly & Publishing Automation
 
diff --git a/startups/sheetwise.mdx b/startups/sheetwise.mdx
index 7333c8c..d1a3398 100644
--- a/startups/sheetwise.mdx
+++ b/startups/sheetwise.mdx
@@ -311,6 +311,7 @@ landingPage:
     - 'Review KPIs; tweak rotations, gutters, or job mix as needed.'
     - Approve and export to prepress/pressroom systems.
     - Run production and track actuals and savings.
+shortName: SheetWise
 ---
 # SheetWise Optimizer
 
diff --git a/startups/sheetwise2.mdx b/startups/sheetwise2.mdx
index 642dda4..f932e1a 100644
--- a/startups/sheetwise2.mdx
+++ b/startups/sheetwise2.mdx
@@ -283,6 +283,7 @@ landingPage:
     - 'Review the proof, tweak if needed, and approve'
     - Export press-ready PDFs (and JDF) straight to your RIP
     - 'Track waste reduction, time saved, and on-time throughput'
+shortName: SheetWise AI
 ---
 # SheetWise AI
 
diff --git a/startups/shelf.mdx b/startups/shelf.mdx
index 250e999..9c29bad 100644
--- a/startups/shelf.mdx
+++ b/startups/shelf.mdx
@@ -330,6 +330,7 @@ landingPage:
     - Dry-run allocations and validate with your team
     - Go live with picker guidance and real-time alerts
     - Review KPIs; fine-tune rules and automation
+shortName: FEFO Flow
 ---
 # Shelf‑Life & FEFO Allocation Optimizer
 
diff --git a/startups/shiftflow.mdx b/startups/shiftflow.mdx
index 68244bb..5de1618 100644
--- a/startups/shiftflow.mdx
+++ b/startups/shiftflow.mdx
@@ -276,6 +276,7 @@ landingPage:
     - Publish to drivers via app/SMS and dispatch console
     - Monitor live KPIs and auto-adjust in real time
     - Review outcomes and export payroll/compliance reports
+shortName: ShiftFlow AI
 ---
 # ShiftFlow AI
 
diff --git a/startups/shop.mdx b/startups/shop.mdx
index 06a26aa..d6901f0 100644
--- a/startups/shop.mdx
+++ b/startups/shop.mdx
@@ -304,6 +304,7 @@ landingPage:
     - 'Optimize: generate daily/weekly schedules in seconds.'
     - 'Publish: dispatch to stations and crews; sync to displays and devices.'
     - 'Track and adapt: record progress, auto-replan, monitor KPIs.'
+shortName: StoneSync AI
 ---
 # Shop Schedule & Capacity Planner — AI for Cut Stone & Stone Product Manufacturing (NAICS 327991)
 
diff --git a/startups/shopcheck.mdx b/startups/shopcheck.mdx
index 350d0df..60b4870 100644
--- a/startups/shopcheck.mdx
+++ b/startups/shopcheck.mdx
@@ -305,6 +305,7 @@ landingPage:
     - Review flagged items with suggested fixes; approve or convert to RFI
     - Export annotated PDFs and exception log; attach to your submittal
     - 'Resolve items and rerun check for a clean, final package'
+shortName: ShopCheck AI
 ---
 # ShopCheck Structural AI
 
diff --git a/startups/sightline.mdx b/startups/sightline.mdx
index 1efecd5..089c5d2 100644
--- a/startups/sightline.mdx
+++ b/startups/sightline.mdx
@@ -313,6 +313,7 @@ landingPage:
       adjuster/vendor.
     - Adjuster reviews flagged cases with visual evidence; approve or override.
     - Outcome is captured to retrain models and optimize triage rules.
+shortName: Sightline Claims AI
 ---
 # Sightline Claims AI
 
diff --git a/startups/signalsave.mdx b/startups/signalsave.mdx
index f579726..f0fca41 100644
--- a/startups/signalsave.mdx
+++ b/startups/signalsave.mdx
@@ -337,6 +337,7 @@ landingPage:
     - >-
       Quarterly optimization: retrain models, refresh rules, expand to win‑back
       and upsell.
+shortName: SignalSave AI
 ---
 # SignalSave AI — Churn Predictor & Retention Orchestrator
 
diff --git a/startups/siliconchain.mdx b/startups/siliconchain.mdx
index 410270d..68354c1 100644
--- a/startups/siliconchain.mdx
+++ b/startups/siliconchain.mdx
@@ -391,6 +391,7 @@ landingPage:
       PLM/QMS.
     - Monitor KPIs and recurring issues to drive supplier improvement.
     - Continuously refine rules as your requirements evolve.
+shortName: SupplierGuard AI
 ---
 # SiliconChain AI — Supplier Document Compliance & Risk Screener
 
diff --git a/startups/site.mdx b/startups/site.mdx
index 71e067a..7bdd2ba 100644
--- a/startups/site.mdx
+++ b/startups/site.mdx
@@ -264,6 +264,7 @@ landingPage:
     - Click Generate to build your pack (typically 1–5 minutes).
     - Download and import into your CAD/BIM tools.
     - Share the link and schedule updates as the project evolves.
+shortName: SiteScope
 ---
 # Site Context & Constraints Pack (SCC Pack)
 
diff --git a/startups/sketchscale.mdx b/startups/sketchscale.mdx
index ff2b9a5..4367580 100644
--- a/startups/sketchscale.mdx
+++ b/startups/sketchscale.mdx
@@ -269,6 +269,7 @@ landingPage:
     - Generate the proxy 3D and refine with sliders.
     - Check scale with mannequins and key measurements.
     - Export to CAD/render/print or share a viewer link.
+shortName: SketchScale 3D
 ---
 # SketchScale 3D
 
diff --git a/startups/skuweave.mdx b/startups/skuweave.mdx
index 3b2f4ad..2119d31 100644
--- a/startups/skuweave.mdx
+++ b/startups/skuweave.mdx
@@ -356,6 +356,7 @@ landingPage:
       Publish to your PIM/ERP/ecommerce and generate sell sheets and web
       content.
     - Schedule ongoing ingestions and monitor data quality dashboards.
+shortName: SKUWeave AI
 ---
 # SKUWeave AI — Catalog Enrichment & Normalization for Piece Goods and Notions
 
diff --git a/startups/slabyield.mdx b/startups/slabyield.mdx
index 4074387..456d3d3 100644
--- a/startups/slabyield.mdx
+++ b/startups/slabyield.mdx
@@ -335,6 +335,7 @@ landingPage:
     - 'Set rules for kerf, vein, tools, and machine limits'
     - 'Run optimizer, review nests, and lock critical pieces'
     - Publish cut plans and toolpaths; track yield and remnants
+shortName: SlabYield AI
 ---
 # SlabYield AI — Cut-Plan & Nesting Optimizer
 
diff --git a/startups/slatetag.mdx b/startups/slatetag.mdx
index 37a5585..198f48d 100644
--- a/startups/slatetag.mdx
+++ b/startups/slatetag.mdx
@@ -312,6 +312,7 @@ landingPage:
     - Export logs and markers; push to MAM or stock via API.
     - Share a searchable link with your team or buyers.
     - 'Repeat with presets for consistent, scalable output.'
+shortName: SlateTag AI
 ---
 # SlateTag.ai
 
diff --git a/startups/snapsiding.mdx b/startups/snapsiding.mdx
index 7c5ee17..93fcec2 100644
--- a/startups/snapsiding.mdx
+++ b/startups/snapsiding.mdx
@@ -264,6 +264,7 @@ landingPage:
     - 'You review, tweak markups, and select Good‑Better‑Best packages'
     - Send branded pre‑estimate; capture budget and next steps
     - Book the onsite or proceed to proposal—no wasted trips
+shortName: SnapSiding AI
 ---
 # SnapSiding Pre‑Estimate AI
 
diff --git a/startups/solecast.mdx b/startups/solecast.mdx
index f144326..721d63e 100644
--- a/startups/solecast.mdx
+++ b/startups/solecast.mdx
@@ -359,6 +359,7 @@ landingPage:
       exceptions.
     - 'Monitor: act on alerts; adjust to demand signals and promo plans.'
     - 'Improve: monthly model refresh and post-mortem to tighten accuracy.'
+shortName: SoleCast
 ---
 # SoleCast — Demand Forecasting & Buy Plan Recommendations
 
diff --git a/startups/soleguard.mdx b/startups/soleguard.mdx
index 631a242..f6e40fd 100644
--- a/startups/soleguard.mdx
+++ b/startups/soleguard.mdx
@@ -302,6 +302,7 @@ landingPage:
       Track impact: eligibility restored, impressions recovered, CPA
       improvements
     - Stay compliant with ongoing monitoring and proactive alerts
+shortName: SoleGuard AI
 ---
 # SoleGuard GMC AI
 
diff --git a/startups/solescript.mdx b/startups/solescript.mdx
index 5ab7ba4..1223e23 100644
--- a/startups/solescript.mdx
+++ b/startups/solescript.mdx
@@ -302,6 +302,7 @@ landingPage:
     - Generate drafts and auto-fill SEO metadata in seconds.
     - 'Review, edit, and approve in bulk (optional).'
     - Publish to your store and track performance.
+shortName: SoleScript AI
 ---
 # SoleScript AI
 
diff --git a/startups/solesense.mdx b/startups/solesense.mdx
index 1533ba6..6ee5e99 100644
--- a/startups/solesense.mdx
+++ b/startups/solesense.mdx
@@ -298,6 +298,7 @@ landingPage:
     - 'Configure questions, tone, and escalation rules to match your brand.'
     - Embed the widget on product pages and checkout; set proactive triggers.
     - 'Go live, monitor the dashboard, and optimize with A/B tests.'
+shortName: SoleSense AI
 ---
 # SoleSense AI — Conversational Fit & Size Recommendation Assistant
 
diff --git a/startups/solesignal.mdx b/startups/solesignal.mdx
index 9b47e5e..c479e0c 100644
--- a/startups/solesignal.mdx
+++ b/startups/solesignal.mdx
@@ -301,6 +301,7 @@ landingPage:
     - Approve and auto-publish to PDPs; push QC tasks to vendors
     - Monitor impact and A/B test; iterate weekly
     - 'Scale across brands, regions, and seasons with alerts for new issues'
+shortName: SoleSignal AI
 ---
 # SoleSignal AI
 
diff --git a/startups/soyrate.mdx b/startups/soyrate.mdx
index 3af6a06..1a9bab5 100644
--- a/startups/soyrate.mdx
+++ b/startups/soyrate.mdx
@@ -346,6 +346,7 @@ landingPage:
     - >-
       Export the Rx to your planter, plant with confidence, and get a season-end
       performance report.
+shortName: SoyRate AI
 ---
 # SoyRate AI
 
diff --git a/startups/soyrx.mdx b/startups/soyrx.mdx
index 83cee32..0d4059b 100644
--- a/startups/soyrx.mdx
+++ b/startups/soyrx.mdx
@@ -324,6 +324,7 @@ landingPage:
     - Review AI zones and prescription maps; adjust rates if needed.
     - Export controller files and blend sheets; dispatch logistics.
     - 'Apply, track, and compare ROI with post-harvest outcomes.'
+shortName: SoyRx AI
 ---
 # SoyRx Prescribe AI
 
diff --git a/startups/soysight-ai.mdx b/startups/soysight-ai.mdx
index b09b381..a259a9e 100644
--- a/startups/soysight-ai.mdx
+++ b/startups/soysight-ai.mdx
@@ -6,67 +6,182 @@ naics:
   occupations: []
 leanCanvas:
   problem:
-    - Yield variability across zones of the same field (often 20–40 bu/ac swing) is poorly predicted with generic tools, leading to over/under-application of seed, P, K, and fungicide.
-    - Early disease pressure (SDS, white mold, frogeye leaf spot, brown stem rot, SCN) is detected too late; losses of 5–20 bu/ac are common in high-pressure years.
-    - Herbicide resistance (waterhemp, Palmer amaranth, marestail) drives over-application and tank-mix costs; mis-IDs and timing errors reduce control and increase spend by $10–25/ac.
-    - Fragmented data (equipment, imagery, scouting notes, soil tests, weather, grain settlement) makes in-season decisions slow; growers spend 3–5 hours/week on data wrangling during peak season.
-    - Inefficient variable-rate prescriptions: many growers either don’t use VR or use generic templates, leaving 5–10% seed and 10–20% input savings unrealized.
-    - Labor constraints and limited agronomist bandwidth lead to missed scouting windows; drone/imagery data goes underutilized without automated insights.
-    - Increasing demand for sustainability and carbon reporting creates administrative burden; growers lack easy MRV to access premiums or comply with programs.
-    - Price volatility and basis risk are managed manually; few tools link agronomic outlook (yield probability) to marketing/hedging decisions.
+    - >-
+      Yield variability across zones of the same field (often 20–40 bu/ac swing)
+      is poorly predicted with generic tools, leading to over/under-application
+      of seed, P, K, and fungicide.
+    - >-
+      Early disease pressure (SDS, white mold, frogeye leaf spot, brown stem
+      rot, SCN) is detected too late; losses of 5–20 bu/ac are common in
+      high-pressure years.
+    - >-
+      Herbicide resistance (waterhemp, Palmer amaranth, marestail) drives
+      over-application and tank-mix costs; mis-IDs and timing errors reduce
+      control and increase spend by $10–25/ac.
+    - >-
+      Fragmented data (equipment, imagery, scouting notes, soil tests, weather,
+      grain settlement) makes in-season decisions slow; growers spend 3–5
+      hours/week on data wrangling during peak season.
+    - Inefficient variable-rate prescriptions: >-
+        many growers either don’t use VR or use generic templates, leaving 5–10%
+        seed and 10–20% input savings unrealized.
+    - >-
+      Labor constraints and limited agronomist bandwidth lead to missed scouting
+      windows; drone/imagery data goes underutilized without automated insights.
+    - >-
+      Increasing demand for sustainability and carbon reporting creates
+      administrative burden; growers lack easy MRV to access premiums or comply
+      with programs.
+    - >-
+      Price volatility and basis risk are managed manually; few tools link
+      agronomic outlook (yield probability) to marketing/hedging decisions.
   solution:
-    - Soybean-specific ML models for yield probability, disease risk (SDS, white mold, frogeye), and weed species detection with zone-level prescriptions.
-    - Automated variable-rate seeding and P/K/lime prescriptions using multi-year yield maps, soil grids, elevation, and imagery-derived vigor indices.
-    - In-season fungicide timing and product-selection advisor, integrating disease pressure forecasts, canopy conditions, and economics.
-    - Edge AI for sprayers and planters: on-device weed/disease detection to reduce over-application; supports ISOBUS/ADAPT and JD, CNH, AGCO ecosystems.
-    - Drone/satellite scouting automation with prioritization maps and task lists; mobile app for quick ground-truthing and note capture.
-    - Sustainability and carbon MRV: per-field kg CO2e/bu estimates, practice tracking, and program-ready reports.
-    - Grain marketing assist: links field-level yield distributions to hedge suggestions and alerts (advisory only; integrate with partner platforms for execution).
-    - Seamless integrations to John Deere Operations Center, Climate FieldView, Ag Leader SMS, soil labs, and weather APIs for frictionless onboarding.
-  uniqueValueProp: AI-native soybean platform that turns raw field data into precise, in-season actions. Deliver 3–7 bu/ac yield uplift and 10–20% input savings with a season-long ROI guarantee (3x subscription or refund), integrated directly with existing equipment and workflows.
-  unfairAdvantage: A soybean-specialized AI stack trained on multi-state, multi-year labeled datasets with on-machine inference and closed-loop validation from retailer-run trials; coupled with distribution MOUs with key co-ops, and a season-long ROI guarantee that incumbents do not match.
+    - >-
+      Soybean-specific ML models for yield probability, disease risk (SDS, white
+      mold, frogeye), and weed species detection with zone-level prescriptions.
+    - >-
+      Automated variable-rate seeding and P/K/lime prescriptions using
+      multi-year yield maps, soil grids, elevation, and imagery-derived vigor
+      indices.
+    - >-
+      In-season fungicide timing and product-selection advisor, integrating
+      disease pressure forecasts, canopy conditions, and economics.
+    - Edge AI for sprayers and planters: >-
+        on-device weed/disease detection to reduce over-application; supports
+        ISOBUS/ADAPT and JD, CNH, AGCO ecosystems.
+    - >-
+      Drone/satellite scouting automation with prioritization maps and task
+      lists; mobile app for quick ground-truthing and note capture.
+    - Sustainability and carbon MRV: >-
+        per-field kg CO2e/bu estimates, practice tracking, and program-ready
+        reports.
+    - Grain marketing assist: >-
+        links field-level yield distributions to hedge suggestions and alerts
+        (advisory only; integrate with partner platforms for execution).
+    - >-
+      Seamless integrations to John Deere Operations Center, Climate FieldView,
+      Ag Leader SMS, soil labs, and weather APIs for frictionless onboarding.
+  uniqueValueProp: >-
+    AI-native soybean platform that turns raw field data into precise, in-season
+    actions. Deliver 3–7 bu/ac yield uplift and 10–20% input savings with a
+    season-long ROI guarantee (3x subscription or refund), integrated directly
+    with existing equipment and workflows.
+  unfairAdvantage: >-
+    A soybean-specialized AI stack trained on multi-state, multi-year labeled
+    datasets with on-machine inference and closed-loop validation from
+    retailer-run trials; coupled with distribution MOUs with key co-ops, and a
+    season-long ROI guarantee that incumbents do not match.
   customerSegments:
-    - Primary: US soybean growers managing 1,000–25,000+ acres, especially in IA, IL, MN, IN, NE, SD, ND, OH, MO.
-    - Agronomy retailers and co-ops (e.g., Nutrien, CHS, Growmark) seeking differentiated digital services and stickier customer relationships.
-    - Independent crop consultants/CCAs who want scalable, AI-driven scouting and prescription tools.
-    - OEMs and precision ag providers (John Deere, CNH, AGCO; Trimble; Raven) needing on-device AI advisories and prescription generation.
-    - Seed and chemical companies seeking plot analytics and product placement optimization in soybean-dominant geographies.
-    - Carbon/sustainability program operators (Truterra, Indigo, Nori) needing low-cost MRV for row crops.
+    - Primary: >-
+        US soybean growers managing 1,000–25,000+ acres, especially in IA, IL,
+        MN, IN, NE, SD, ND, OH, MO.
+    - >-
+      Agronomy retailers and co-ops (e.g., Nutrien, CHS, Growmark) seeking
+      differentiated digital services and stickier customer relationships.
+    - >-
+      Independent crop consultants/CCAs who want scalable, AI-driven scouting
+      and prescription tools.
+    - >-
+      OEMs and precision ag providers (John Deere, CNH, AGCO; Trimble; Raven)
+      needing on-device AI advisories and prescription generation.
+    - >-
+      Seed and chemical companies seeking plot analytics and product placement
+      optimization in soybean-dominant geographies.
+    - >-
+      Carbon/sustainability program operators (Truterra, Indigo, Nori) needing
+      low-cost MRV for row crops.
   channels:
-    - Direct sales to large growers (≥5,000 acres) with enterprise pricing and dedicated agronomy support.
-    - Retailers/co-ops as value-added service: white-label or co-branded with training for agronomists; revenue share per acre.
-    - OEM integrations and app marketplaces (JD Operations Center, CNH, AGCO) to access existing equipment user bases.
-    - Independent CCA network referrals with per-acre commissions and enablement kits (demo fields, trial playbooks).
-    - State soybean associations, extension field days, winter agronomy meetings, and plot trials to build trust and local proof.
-    - Digital demand gen: webinars, yield contest case studies, ROI calculators, and in-season alert teasers; retarget via ag media outlets.
-    - Pilot programs with seed/chem reps bundling trials on side-by-side plots; discount for first 2,000 acres per grower.
-    - Geospatial partners (Planet, Sentinel resellers, drone service providers) co-selling imagery + insights bundles.
+    - >-
+      Direct sales to large growers (≥5,000 acres) with enterprise pricing and
+      dedicated agronomy support.
+    - Retailers/co-ops as value-added service: >-
+        white-label or co-branded with training for agronomists; revenue share
+        per acre.
+    - >-
+      OEM integrations and app marketplaces (JD Operations Center, CNH, AGCO) to
+      access existing equipment user bases.
+    - >-
+      Independent CCA network referrals with per-acre commissions and enablement
+      kits (demo fields, trial playbooks).
+    - >-
+      State soybean associations, extension field days, winter agronomy
+      meetings, and plot trials to build trust and local proof.
+    - Digital demand gen: >-
+        webinars, yield contest case studies, ROI calculators, and in-season
+        alert teasers; retarget via ag media outlets.
+    - >-
+      Pilot programs with seed/chem reps bundling trials on side-by-side plots;
+      discount for first 2,000 acres per grower.
+    - >-
+      Geospatial partners (Planet, Sentinel resellers, drone service providers)
+      co-selling imagery + insights bundles.
   revenueStreams:
-    - Per-acre subscription: Standard $3/ac/year (imagery + analytics + basic prescriptions); Pro $6/ac/year (disease advisor, VR seeding, edge AI support).
-    - Add-ons: In-season drone AI scouting $2/ac/pass; fungicide timing module $1/ac; carbon MRV $1/ac; harvest optimization $0.50/ac.
+    - Per-acre subscription: >-
+        Standard $3/ac/year (imagery + analytics + basic prescriptions); Pro
+        $6/ac/year (disease advisor, VR seeding, edge AI support).
+    - Add-ons: >-
+        In-season drone AI scouting $2/ac/pass; fungicide timing module $1/ac;
+        carbon MRV $1/ac; harvest optimization $0.50/ac.
     - Per-operation detection fee for edge-enabled sprayers: $0.20/ac per pass; volume discounts for >100k pass acres.
-    - Enterprise/retailer licensing: $50k–$500k/year depending on acreage tiers, users, and white-label requirements.
-    - Success fee: 10% of verified input savings above baseline for VR prescriptions and precision spraying.
-    - Data products (aggregated, anonymized): plot analytics and benchmarking for seed/chem R&D; $100k–$1M/yr contracts (with strict privacy controls).
-    - Professional services: on-farm onboarding, custom model tuning, and API integrations; $150–$250/hr or per-project SOW.
-    - Hardware margin (optional) on edge kits or camera retrofits when bundled with Pro (target 20–30% gross margin).
+    - Enterprise/retailer licensing: >-
+        $50k–$500k/year depending on acreage tiers, users, and white-label
+        requirements.
+    - Success fee: >-
+        10% of verified input savings above baseline for VR prescriptions and
+        precision spraying.
+    - 'Data products (aggregated, anonymized)': >-
+        plot analytics and benchmarking for seed/chem R&D; $100k–$1M/yr
+        contracts (with strict privacy controls).
+    - Professional services: >-
+        on-farm onboarding, custom model tuning, and API integrations;
+        $150–$250/hr or per-project SOW.
+    - >-
+      Hardware margin (optional) on edge kits or camera retrofits when bundled
+      with Pro (target 20–30% gross margin).
   costStructure:
-    - COGS per managed acre: cloud compute and storage $0.15–$0.30; imagery/licensing $0.15–$0.50; model inference $0.05–$0.15; support $0.10–$0.20.
-    - R&D: ML engineers, agronomists, data engineers; $3–5M/year in first 2 years for model development and field validation.
-    - Sales and marketing: field reps, demo plots, travel, events, channel commissions (10–20% of ACV).
-    - Field trials and data labeling: $500–$1,000 per trial location per season; multi-state protocol budget $500k–$1M/year.
-    - Partnership and integration costs: OEM certification fees, marketplace rev share (5–15%), integration engineering.
-    - General and administrative: compliance, data privacy, legal for data-sharing agreements; E&O insurance for agronomic recommendations.
-    - Edge hardware program (optional): camera kits and compute modules for pilot fleets; $1,000–$2,500 per machine (capex or pass-through).
+    - COGS per managed acre: >-
+        cloud compute and storage $0.15–$0.30; imagery/licensing $0.15–$0.50;
+        model inference $0.05–$0.15; support $0.10–$0.20.
+    - R&D: >-
+        ML engineers, agronomists, data engineers; $3–5M/year in first 2 years
+        for model development and field validation.
+    - Sales and marketing: >-
+        field reps, demo plots, travel, events, channel commissions (10–20% of
+        ACV).
+    - Field trials and data labeling: >-
+        $500–$1,000 per trial location per season; multi-state protocol budget
+        $500k–$1M/year.
+    - Partnership and integration costs: >-
+        OEM certification fees, marketplace rev share (5–15%), integration
+        engineering.
+    - General and administrative: >-
+        compliance, data privacy, legal for data-sharing agreements; E&O
+        insurance for agronomic recommendations.
+    - Edge hardware program (optional): >-
+        camera kits and compute modules for pilot fleets; $1,000–$2,500 per
+        machine (capex or pass-through).
   keyMetrics:
-    - Acres under management: Y1 500k, Y2 2M, Y3 5M; mix ≥50% Pro by Y3.
+    - Acres under management: 'Y1 500k, Y2 2M, Y3 5M; mix ≥50% Pro by Y3.'
     - ARR per acre: blended $4.50/ac by Y2; net revenue retention ≥115%.
-    - Model performance: disease detection precision/recall ≥0.85; yield RMSE ≤5 bu/ac by R3; weed species classification accuracy ≥90%.
-    - Agronomic outcomes: seed savings 5–10%; P/K savings 10–20%; yield uplift 3–7 bu/ac in high-pressure zones; chemical savings $8–20/ac.
-    - Payback and ROI: grower-level ROI ≥3x subscription; CAC payback ≤9 months; sales cycle ≤120 days for >5k-acre prospects.
-    - Adoption and engagement: ≥70% of fields with active VR prescriptions; ≥2 in-season recommendations executed per field; weekly active users ≥60% in season.
-    - Churn: gross logo churn ≤8% annually; reason-coded save workflows with ≥30% win-back on at-risk accounts.
-    - Data coverage and reliability: ≥95% of acres with successful data ingestion; ≥99.5% API uptime during season; <24h turnaround for support tickets.
+    - Model performance: >-
+        disease detection precision/recall ≥0.85; yield RMSE ≤5 bu/ac by R3;
+        weed species classification accuracy ≥90%.
+    - Agronomic outcomes: >-
+        seed savings 5–10%; P/K savings 10–20%; yield uplift 3–7 bu/ac in
+        high-pressure zones; chemical savings $8–20/ac.
+    - Payback and ROI: >-
+        grower-level ROI ≥3x subscription; CAC payback ≤9 months; sales cycle
+        ≤120 days for >5k-acre prospects.
+    - Adoption and engagement: >-
+        ≥70% of fields with active VR prescriptions; ≥2 in-season
+        recommendations executed per field; weekly active users ≥60% in season.
+    - Churn: >-
+        gross logo churn ≤8% annually; reason-coded save workflows with ≥30%
+        win-back on at-risk accounts.
+    - Data coverage and reliability: >-
+        ≥95% of acres with successful data ingestion; ≥99.5% API uptime during
+        season; <24h turnaround for support tickets.
+shortName: SoySight AI
 ---
 # SoySight AI
 
diff --git a/startups/soysight.mdx b/startups/soysight.mdx
index f4f7e6c..26c28eb 100644
--- a/startups/soysight.mdx
+++ b/startups/soysight.mdx
@@ -283,6 +283,7 @@ landingPage:
     - 'Alert: receive notifications with map, acres, and suggested checks.'
     - 'Scout: follow geo-tagged routes; capture notes and photos offline.'
     - 'Decide: review summaries, trigger follow-up tasks, export reports.'
+shortName: SoySight AI
 ---
 # SoySight AI
 
diff --git a/startups/spangen.mdx b/startups/spangen.mdx
index c4f02eb..e997972 100644
--- a/startups/spangen.mdx
+++ b/startups/spangen.mdx
@@ -304,6 +304,7 @@ landingPage:
     - Export GA drawings and 3D models; brand and package submittals
     - Share a secure link with customers or attach to quotes
     - Revise instantly as requirements change—no redrawing
+shortName: SpanGen
 ---
 # SpanGen — Parametric Crane Layout & 3D Model Generator
 
diff --git a/startups/spcdrift.mdx b/startups/spcdrift.mdx
index a0e1e93..c4aad63 100644
--- a/startups/spcdrift.mdx
+++ b/startups/spcdrift.mdx
@@ -313,6 +313,7 @@ landingPage:
     - 'Go live: watch real‑time charts and receive meaningful alerts.'
     - Act on AI suggestions; confirm fixes; auto‑document changes.
     - Export audit‑ready reports and share dashboards with quality and ops.
+shortName: SPC Drift Copilot
 ---
 # SPC & Drift Detection Copilot
 
diff --git a/startups/spec.mdx b/startups/spec.mdx
index ff4ae21..3c9fb21 100644
--- a/startups/spec.mdx
+++ b/startups/spec.mdx
@@ -307,6 +307,7 @@ landingPage:
     - >-
       Monitor percent passing and cost/ton; export compliance and production
       reports
+shortName: SpecBlend AI
 ---
 # Spec-Compliant Aggregate Blend Optimizer (NAICS 212321)
 
diff --git a/startups/specflow.mdx b/startups/specflow.mdx
index 65a3012..721b557 100644
--- a/startups/specflow.mdx
+++ b/startups/specflow.mdx
@@ -397,6 +397,7 @@ landingPage:
     - >-
       Export matrix, exceptions, Q&A, and submittals to your templates and
       systems.
+shortName: SpecFlow AI
 ---
 # SpecFlow AI — RFP/Tender Analyzer & Compliance Matrix Builder
 
diff --git a/startups/specmatch.mdx b/startups/specmatch.mdx
index 61a034f..4e6dddb 100644
--- a/startups/specmatch.mdx
+++ b/startups/specmatch.mdx
@@ -304,6 +304,7 @@ landingPage:
     - Review ranked substitutes with spec deltas and risk scores.
     - Download trial plan and change-control docs.
     - Source the chosen material and monitor first-run KPIs.
+shortName: SpecMatch AI
 ---
 # SpecMatch AI — Material Substitution Recommender
 
diff --git a/startups/specquote.mdx b/startups/specquote.mdx
index 7192543..9ccdf4c 100644
--- a/startups/specquote.mdx
+++ b/startups/specquote.mdx
@@ -339,6 +339,7 @@ landingPage:
       Set margins and terms; generate a branded, itemized quote with
       attachments.
     - Send via email or EDI; sync to ERP/CRM; track responses and follow-ups.
+shortName: SpecQuote AI
 ---
 # SpecQuote AI — RFQ-to-Quote + Spec/Alternate Matching Agent
 
diff --git a/startups/specroute.mdx b/startups/specroute.mdx
index 5184df1..bba7556 100644
--- a/startups/specroute.mdx
+++ b/startups/specroute.mdx
@@ -324,6 +324,7 @@ landingPage:
     - Triage a new request; review the auto-generated test plan and quote.
     - Approve and publish to LIMS/CRM; send quote to the customer.
     - Track outcomes and continuously improve mappings and templates.
+shortName: SpecRoute AI
 ---
 # SpecRoute AI
 
diff --git a/startups/specsentinel.mdx b/startups/specsentinel.mdx
index 484afa1..d3abc19 100644
--- a/startups/specsentinel.mdx
+++ b/startups/specsentinel.mdx
@@ -311,6 +311,7 @@ landingPage:
     - Stream new COAs for instant pass/hold/fail decisions.
     - Review flagged items with explanations; approve or escalate.
     - Monitor trends and supplier performance; refine rules over time.
+shortName: SpecSentinel
 ---
 # SpecSentinel — CoA Consistency & Anomaly Checker
 
diff --git a/startups/spectraclean.mdx b/startups/spectraclean.mdx
index 52b3a30..26a9999 100644
--- a/startups/spectraclean.mdx
+++ b/startups/spectraclean.mdx
@@ -280,6 +280,7 @@ landingPage:
     - Preview on a segment with instant A/B comparison.
     - Run batch processing or send directly to your DAW via plugin/API.
     - Download cleaned files with reports; originals remain untouched.
+shortName: SpectraClean AI
 ---
 # SpectraClean AI
 
diff --git a/startups/spicecert.mdx b/startups/spicecert.mdx
index 7949d58..79aa3d1 100644
--- a/startups/spicecert.mdx
+++ b/startups/spicecert.mdx
@@ -350,6 +350,7 @@ landingPage:
     - Ingest lab results and supplier CoAs; auto-generate packets with pass/fail
     - Route exceptions for review; approve with e-sign and release lots
     - Share documents with customers and auditors; monitor KPIs and trends
+shortName: SpiceCert AI
 ---
 # SpiceCert AI
 
diff --git a/startups/spiceflow.mdx b/startups/spiceflow.mdx
index 51ca828..d66abba 100644
--- a/startups/spiceflow.mdx
+++ b/startups/spiceflow.mdx
@@ -372,6 +372,7 @@ landingPage:
     - >-
       Monitor KPIs (service, inventory, changeovers) and let the system learn
       from actuals.
+shortName: SpiceFlow AI
 ---
 # SpiceFlow AI
 
diff --git a/startups/spiceforge.mdx b/startups/spiceforge.mdx
index d958947..6a46476 100644
--- a/startups/spiceforge.mdx
+++ b/startups/spiceforge.mdx
@@ -356,6 +356,7 @@ landingPage:
       See real-time costs, margins, and compliance status—iterate with one
       click.
     - 'Export spec sheet, draft label info, and a customer-ready concept pack.'
+shortName: SpiceForge AI
 ---
 # SpiceForge AI
 
diff --git a/startups/spiceguard.mdx b/startups/spiceguard.mdx
index 94426c7..8512a9b 100644
--- a/startups/spiceguard.mdx
+++ b/startups/spiceguard.mdx
@@ -314,6 +314,7 @@ landingPage:
       panel.
     - 'Export assets (text, PDF, JSON, SVG) and push to artwork or ERP.'
     - Track changes and re‑check instantly when a recipe or market changes.
+shortName: SpiceGuard AI
 ---
 # SpiceGuard Compliance AI
 
diff --git a/startups/spiceguard2.mdx b/startups/spiceguard2.mdx
index c7fc0ef..e61c6a0 100644
--- a/startups/spiceguard2.mdx
+++ b/startups/spiceguard2.mdx
@@ -300,6 +300,7 @@ landingPage:
     - 'Set alert thresholds and channels (email, Slack, Teams).'
     - Review AI-flagged risks and apply sourcing suggestions.
     - Track savings and risk reduction in the live dashboard.
+shortName: SpiceGuard AI
 ---
 # SpiceGuard AI — Supplier Risk & Price Monitor
 
diff --git a/startups/splitsync.mdx b/startups/splitsync.mdx
index 9800f26..742a5f8 100644
--- a/startups/splitsync.mdx
+++ b/startups/splitsync.mdx
@@ -287,6 +287,7 @@ landingPage:
     - Download stems or auto-export to your storage/DAW workflow.
     - 'For scale, trigger batch jobs or integrate via API/webhooks.'
     - Track permissions and audits in the dashboard.
+shortName: SplitSync AI
 ---
 # SplitSync AI
 
diff --git a/startups/spoolguard.mdx b/startups/spoolguard.mdx
index 1e62696..3b8672c 100644
--- a/startups/spoolguard.mdx
+++ b/startups/spoolguard.mdx
@@ -353,6 +353,7 @@ landingPage:
     - 'Go live: monitor exceptions; auto-draft fixes and route to the right team.'
     - Review savings and root causes weekly; tune rules with one click.
     - Scale to new retailers and 3PLs without new workflows.
+shortName: SpoolGuard AI
 ---
 # SpoolGuard AI — EDI Exception & Chargeback Prevention
 
diff --git a/startups/standwise.mdx b/startups/standwise.mdx
index d96d0da..2ee91c5 100644
--- a/startups/standwise.mdx
+++ b/startups/standwise.mdx
@@ -309,6 +309,7 @@ landingPage:
     - Approve and publish changes; sync to ops systems and FIDS.
     - Monitor KPIs and alerts; use what‑if scenarios to adapt in minutes.
     - Continuously improve with operator feedback and audit insights.
+shortName: StandWise AI
 ---
 # StandWise Copilot (AI for Gate/Stand Allocation)
 
diff --git a/startups/statescope.mdx b/startups/statescope.mdx
index 8e82a3f..0a3b03b 100644
--- a/startups/statescope.mdx
+++ b/startups/statescope.mdx
@@ -302,6 +302,7 @@ landingPage:
     - Review apportionment factors; adjust sourcing and exclusions as needed.
     - Export filing recommendations and workpapers to your tax software.
     - Set alerts to monitor threshold changes and rerun as data updates.
+shortName: StateScope AI
 ---
 # StateScope Nexus & Apportion AI
 
diff --git a/startups/steamvac.mdx b/startups/steamvac.mdx
index 20d7b2f..c46857c 100644
--- a/startups/steamvac.mdx
+++ b/startups/steamvac.mdx
@@ -300,6 +300,7 @@ landingPage:
     - >-
       Let the model self-tune as conditions change; review gains in the
       dashboard.
+shortName: SteamVac AI
 ---
 # SteamVac Tuner AI
 
diff --git a/startups/steprecover.mdx b/startups/steprecover.mdx
index 84d214d..19d3b01 100644
--- a/startups/steprecover.mdx
+++ b/startups/steprecover.mdx
@@ -341,6 +341,7 @@ landingPage:
     - Submit via portal automations and track decisions and recoveries.
     - Post recoveries to the GL and notify stakeholders instantly.
     - Close the loop with prevention alerts and weekly root-cause insights.
+shortName: StepRecover AI
 ---
 # StepRecover AI — Chargeback Prevention & Dispute Prep for Footwear Wholesalers
 
diff --git a/startups/stitchquote.mdx b/startups/stitchquote.mdx
index d6b6b97..4f30559 100644
--- a/startups/stitchquote.mdx
+++ b/startups/stitchquote.mdx
@@ -294,6 +294,7 @@ landingPage:
     - Review extracted specs and the auto-built BOM/route.
     - Accept the proposed price and lead time or tweak rules and margins.
     - Approve and send the branded quote; sync to ERP and track status.
+shortName: StitchQuote AI
 ---
 # StitchQuote AI — RFQ Intake & Quote Drafting Bot for Textile Bag and Canvas Mills
 
diff --git a/startups/stitchscope.mdx b/startups/stitchscope.mdx
index 4b4da85..5d472fa 100644
--- a/startups/stitchscope.mdx
+++ b/startups/stitchscope.mdx
@@ -327,6 +327,7 @@ landingPage:
     - 'Supervisor reviews, annotates, and approves or rejects.'
     - One tap to send the QC report to customers and ERP.
     - Track KPIs and trends to prevent repeat defects.
+shortName: StitchScope QC
 ---
 # StitchScope QC
 
diff --git a/startups/stonescope.mdx b/startups/stonescope.mdx
index f935070..78f41c7 100644
--- a/startups/stonescope.mdx
+++ b/startups/stonescope.mdx
@@ -336,6 +336,7 @@ landingPage:
       Apply pricing rules; compare alternates; produce a polished, optioned
       quote.
     - Export proposal and BOM; push to your systems; share a client-ready link.
+shortName: StoneScope AI
 ---
 # StoneScope AI — Drawing-to-Quote Estimator
 
diff --git a/startups/stonesight.mdx b/startups/stonesight.mdx
index 09928af..327543f 100644
--- a/startups/stonesight.mdx
+++ b/startups/stonesight.mdx
@@ -303,6 +303,7 @@ landingPage:
     - Follow guided photo prompts; AI analyzes instantly.
     - 'Review flags, fix issues, and re-check until pass.'
     - Sign off; photos and reports sync to ERP/MES and customer.
+shortName: StoneSight QC
 ---
 # StoneSight QC Assist
 
diff --git a/startups/strataflux.mdx b/startups/strataflux.mdx
index 29ce902..8b77adc 100644
--- a/startups/strataflux.mdx
+++ b/startups/strataflux.mdx
@@ -286,6 +286,7 @@ landingPage:
     - 'Automated processing, leveling, and corrections run in the cloud'
     - Review QC dashboards and adjust if needed
     - 'Approve, export deliverables, and sync to your GIS/modeling tools'
+shortName: StrataFlux AI
 ---
 # StrataFlux AI — Airborne/UAV Magnetics & Radiometrics Processing and Leveling
 
diff --git a/startups/strataguard.mdx b/startups/strataguard.mdx
index 6026f64..bbacc98 100644
--- a/startups/strataguard.mdx
+++ b/startups/strataguard.mdx
@@ -309,6 +309,7 @@ landingPage:
       truth.
     - 'Set alert policies, geofences, and recipients; define recommended actions.'
     - Go live; review weekly risk reports and continuously refine models.
+shortName: StrataGuard AI
 ---
 # StrataGuard AI — Roof/Strata Instability Early Warning
 
diff --git a/startups/stratawatch.mdx b/startups/stratawatch.mdx
index 1d7bce3..a253f48 100644
--- a/startups/stratawatch.mdx
+++ b/startups/stratawatch.mdx
@@ -322,6 +322,7 @@ landingPage:
     - Review velocity and displacement maps with QA layers and uncertainties.
     - Configure thresholds and subscribers for alerts and scheduled reports.
     - Export layers or connect via API/WMS to your GIS and enterprise tools.
+shortName: StrataWatch
 ---
 # StrataWatch InSAR
 
diff --git a/startups/stress.mdx b/startups/stress.mdx
index 98042d3..fb22865 100644
--- a/startups/stress.mdx
+++ b/startups/stress.mdx
@@ -381,6 +381,7 @@ landingPage:
     - >-
       Export dashboards/reports and archive a complete audit trail for
       governance.
+shortName: StressTest QC
 ---
 # Stress-Test Scenario Studio & Submission QC (ST3-QC)
 
diff --git a/startups/stridealloc.mdx b/startups/stridealloc.mdx
index f25cbce..a427cb4 100644
--- a/startups/stridealloc.mdx
+++ b/startups/stridealloc.mdx
@@ -322,6 +322,7 @@ landingPage:
     - Run a shadow pilot to compare agent vs. planner allocations
     - 'Go live: agent auto-issues 855s; planners handle only flagged exceptions'
     - Monitor KPIs and fine-tune rules to maximize fill and minimize chargebacks
+shortName: StrideAlloc AI
 ---
 # StrideAlloc 855 Agent
 
diff --git a/startups/strideedi.mdx b/startups/strideedi.mdx
index f464690..d6e36fe 100644
--- a/startups/strideedi.mdx
+++ b/startups/strideedi.mdx
@@ -371,6 +371,7 @@ landingPage:
     - Go live by retailer with controlled rollout and monitoring.
     - Work exceptions from the queue; apply suggested fixes and rules.
     - 'Expand to more partners, warehouses, and seasons with confidence.'
+shortName: StrideEDI
 ---
 # StrideEDI — Order-to-Cash Automation Agent for Footwear Wholesalers
 
diff --git a/startups/styledesk.mdx b/startups/styledesk.mdx
index f354aaa..e5b18ac 100644
--- a/startups/styledesk.mdx
+++ b/startups/styledesk.mdx
@@ -333,6 +333,7 @@ landingPage:
     - 'Accept/reject edits, resolve queries, and finalize.'
     - Sync back to CMS and publish with confidence.
     - Track compliance metrics and refine rules over time.
+shortName: StyleDesk AI
 ---
 # StyleDesk AI — Newsroom Copy Editor & Style Enforcer
 
diff --git a/startups/submittalpro.mdx b/startups/submittalpro.mdx
index de4d461..495e511 100644
--- a/startups/submittalpro.mdx
+++ b/startups/submittalpro.mdx
@@ -311,6 +311,7 @@ landingPage:
     - Run Code Check and review flags and suggested alternates.
     - 'Generate the submittal package: SDS, ICC‑ES, spec sheets, cover.'
     - Share a permit-ready PDF or link; track views and approvals.
+shortName: SubmittalCheck AI
 ---
 # SubmittalPro + CodeCheck AI
 
diff --git a/startups/subrominer.mdx b/startups/subrominer.mdx
index e1d501c..fda1a8e 100644
--- a/startups/subrominer.mdx
+++ b/startups/subrominer.mdx
@@ -322,6 +322,7 @@ landingPage:
     - Send via preferred channel; log all outreach
     - 'Track replies, set reminders, and manage deadlines'
     - Learn from outcomes to continually improve accuracy
+shortName: SubroMiner AI
 ---
 # SubroMiner AI
 
diff --git a/startups/supplier.mdx b/startups/supplier.mdx
index c104a3d..11545d5 100644
--- a/startups/supplier.mdx
+++ b/startups/supplier.mdx
@@ -354,6 +354,7 @@ landingPage:
     - Auto-generate your risk map and prioritized watchlist within hours.
     - 'Enable alerts, holds, and supplier outreach workflows in your ERP/MRP.'
     - Track on-time performance and risk reduction in live dashboards.
+shortName: Supplier Risk Radar
 ---
 # Supplier Risk & Compliance Radar (SRC-Radar)
 
diff --git a/startups/supplier2.mdx b/startups/supplier2.mdx
index c80a396..5ccf31d 100644
--- a/startups/supplier2.mdx
+++ b/startups/supplier2.mdx
@@ -319,6 +319,7 @@ landingPage:
     - Run optimization—review recommended splits and buy dates.
     - Approve to generate award letters and buy schedule; push to ERP.
     - Monitor variance and market moves; re-optimize with one click.
+shortName: Tortilla Supply AI
 ---
 # Supplier Cost & Risk Optimizer (Corn/Masa/Packaging) — AI for Tortilla Manufacturers
 
diff --git a/startups/surfacast.mdx b/startups/surfacast.mdx
index bed25d0..68dcead 100644
--- a/startups/surfacast.mdx
+++ b/startups/surfacast.mdx
@@ -319,6 +319,7 @@ landingPage:
     - >-
       Publish and monitor: send to ERP/MES; track KPIs and auto-replan on
       changes.
+shortName: SurfaCast AI
 ---
 # SurfaCast AI
 
diff --git a/startups/surfareg.mdx b/startups/surfareg.mdx
index 5be55d3..96a3ea1 100644
--- a/startups/surfareg.mdx
+++ b/startups/surfareg.mdx
@@ -323,6 +323,7 @@ landingPage:
     - >-
       Export and submit; track obligations, changes, and automatic re‑issue
       across your portfolio
+shortName: SurfaReg AI
 ---
 # SurfaReg AI — Regulatory Dossier & SDS Auto‑Builder
 
diff --git a/startups/surfsight.mdx b/startups/surfsight.mdx
index 793f2b2..4a6df37 100644
--- a/startups/surfsight.mdx
+++ b/startups/surfsight.mdx
@@ -374,6 +374,7 @@ landingPage:
     - Deploy in shadow mode to compare against lab for 2–4 weeks
     - Enable operator guidance and prescriptive setpoints
     - Review KPIs; lock in gains and expand to more grades/sites
+shortName: SurfSight AI
 ---
 # SurfSight AI — Inline QC Soft‑Sensor & Off‑Spec Early Warning
 
diff --git a/startups/sweetcast.mdx b/startups/sweetcast.mdx
index e9c5596..9f18464 100644
--- a/startups/sweetcast.mdx
+++ b/startups/sweetcast.mdx
@@ -315,6 +315,7 @@ landingPage:
     - Review forecast and proposal drafts; apply overrides as needed.
     - Approve to create POs or transfers; export to ERP.
     - Monitor KPIs and alerts—agent adapts weekly.
+shortName: SweetCast AI
 ---
 # SweetCast AI — Seasonal Demand & Auto-Replenishment for Confectionery Wholesalers
 
diff --git a/startups/sweetmargin.mdx b/startups/sweetmargin.mdx
index 44c3be1..b7c2d36 100644
--- a/startups/sweetmargin.mdx
+++ b/startups/sweetmargin.mdx
@@ -349,6 +349,7 @@ landingPage:
       Assistant drafts a customer‑ready email/quote; manager reviews and
       approves
     - 'Send with one click; sync to ERP/CRM, convert to order, and track outcomes'
+shortName: SweetMargin AI
 ---
 # SweetMargin AI — Dynamic Pricing & Quote Assistant for Confectionery Wholesalers
 
diff --git a/startups/sweetshelfiq.mdx b/startups/sweetshelfiq.mdx
index d64dabb..da7feef 100644
--- a/startups/sweetshelfiq.mdx
+++ b/startups/sweetshelfiq.mdx
@@ -336,6 +336,7 @@ landingPage:
       scenarios.
     - 'Approve & export: share buyer‑ready files and push to planogram tools.'
     - 'Monitor: track sell‑through and refresh recommendations each season.'
+shortName: SweetShelf IQ
 ---
 # SweetShelfIQ — Retailer Assortment & Planogram Recommender
 
diff --git a/startups/sweetshield.mdx b/startups/sweetshield.mdx
index 8a8a6de..1836b08 100644
--- a/startups/sweetshield.mdx
+++ b/startups/sweetshield.mdx
@@ -296,6 +296,7 @@ landingPage:
     - 'Dispatch to drivers; print pack‑outs, labels, and instructions.'
     - Monitor weather/traffic and re‑route in real time when needed.
     - 'Review KPIs: on‑time %, melt claims, packaging usage, cost per drop.'
+shortName: SweetShield Routes
 ---
 # SweetShield Route Optimizer
 
diff --git a/startups/swiftroute.mdx b/startups/swiftroute.mdx
index d2d8bba..524d58f 100644
--- a/startups/swiftroute.mdx
+++ b/startups/swiftroute.mdx
@@ -299,6 +299,7 @@ landingPage:
     - Click Optimize and auto-dispatch to driver apps
     - Monitor live ETAs; handle exceptions with one-tap re-optimization
     - 'Measure results: on-time rate, miles, cost per stop'
+shortName: SwiftRoute AI
 ---
 # SwiftRoute AI — Route Optimization & Auto-Dispatch
 
diff --git a/startups/syndibuild.mdx b/startups/syndibuild.mdx
index 2020738..0c85c9c 100644
--- a/startups/syndibuild.mdx
+++ b/startups/syndibuild.mdx
@@ -359,6 +359,7 @@ landingPage:
     - Review and approve your first listings and assets.
     - Publish everywhere with one click (or auto-pilot).
     - 'Track performance while the agent auto-updates price, status, and content.'
+shortName: SyndiBuild AI
 ---
 # SyndiBuild AI — Marketing Content & Listing Syndication Agent
 
diff --git a/startups/synthbrief.mdx b/startups/synthbrief.mdx
index 49fc1de..cdc934a 100644
--- a/startups/synthbrief.mdx
+++ b/startups/synthbrief.mdx
@@ -287,6 +287,7 @@ landingPage:
     - 3) AI synthesizes and surfaces issues for your review.
     - 4) Refine priorities; accept or edit the proposed roadmap.
     - 5) Export deliverables and share with stakeholders.
+shortName: SynthBrief AI
 ---
 # SynthBrief.ai
 
diff --git a/startups/tailorcast.mdx b/startups/tailorcast.mdx
index 0051677..ab74382 100644
--- a/startups/tailorcast.mdx
+++ b/startups/tailorcast.mdx
@@ -294,6 +294,7 @@ landingPage:
     - Approve purchase and repair recommendations; set guardrails.
     - Push POs/work orders and update pricing with one click.
     - Monitor weekly updates; track impact and iterate.
+shortName: TailorCast AI
 ---
 # TailorCast AI — Demand Forecasting & Purchase/Repair Planning for Formal Wear and Costume Rental
 
diff --git a/startups/takeoffiq.mdx b/startups/takeoffiq.mdx
index f42d2c4..ba89d46 100644
--- a/startups/takeoffiq.mdx
+++ b/startups/takeoffiq.mdx
@@ -330,6 +330,7 @@ landingPage:
     - 'Review AI takeoffs, tweak assemblies, and approve.'
     - Generate a priced quote and send a branded proposal.
     - 'Sync to ERP/POS, track revisions, and win the job.'
+shortName: Takeoff IQ
 ---
 # TakeoffIQ
 
diff --git a/startups/tankquote.mdx b/startups/tankquote.mdx
index 4a1ed0c..fe59cd9 100644
--- a/startups/tankquote.mdx
+++ b/startups/tankquote.mdx
@@ -347,6 +347,7 @@ landingPage:
     - Review extracted scope and cost drivers; tweak assumptions as needed.
     - Generate itemized quote with lead time and clarifications.
     - Export to ERP/CRM and send to the customer with a click.
+shortName: TankQuote AI
 ---
 # TankQuote AI
 
diff --git a/startups/taxflow.mdx b/startups/taxflow.mdx
index d532e84..cdb0679 100644
--- a/startups/taxflow.mdx
+++ b/startups/taxflow.mdx
@@ -291,6 +291,7 @@ landingPage:
     - >-
       Export: Generate workpapers and software import files; push via API or
       download.
+shortName: TaxFlow
 ---
 # TaxFlow Extract
 
diff --git a/startups/tclite.mdx b/startups/tclite.mdx
index a618cd6..798807d 100644
--- a/startups/tclite.mdx
+++ b/startups/tclite.mdx
@@ -318,6 +318,7 @@ landingPage:
     - Send requests; track uploads and completion in one place.
     - Monitor the dashboard; resolve flags; weekly digests go out automatically.
     - 'Close with a complete, audit‑ready file.'
+shortName: OfferClose
 ---
 # TC Lite — Offer‑to‑Close Automation for Real Estate Brokerages
 
diff --git a/startups/terrainvert.mdx b/startups/terrainvert.mdx
index 8821553..02ae99c 100644
--- a/startups/terrainvert.mdx
+++ b/startups/terrainvert.mdx
@@ -373,6 +373,7 @@ landingPage:
     - Run inversion with GPU acceleration.
     - 'Review sections, DOI, and misfit; tweak if needed and re-run.'
     - Export GeoTIFF/GeoPackage/PDF and share with stakeholders.
+shortName: TerraInvert AI
 ---
 # TerraInvert AI
 
diff --git a/startups/thermamason.mdx b/startups/thermamason.mdx
index d320753..6cdc3fe 100644
--- a/startups/thermamason.mdx
+++ b/startups/thermamason.mdx
@@ -313,6 +313,7 @@ landingPage:
     - 'Weeks 4–6: Pilot on one kiln/dryer with operator-in-the-loop.'
     - 'Month 2: Add demand management and schedule optimization.'
     - 'Go‑Live: Guided setpoints or closed-loop control, with continuous tuning.'
+shortName: ThermaMason AI
 ---
 
 # ThermaMason AI
diff --git a/startups/thermoweave.mdx b/startups/thermoweave.mdx
index 755c041..b1881b2 100644
--- a/startups/thermoweave.mdx
+++ b/startups/thermoweave.mdx
@@ -349,6 +349,7 @@ landingPage:
     - >-
       Scale & Sustain: extend to additional lines/reactors/utilities; quarterly
       tuning and performance reviews.
+shortName: ThermoWeave AI
 ---
 # ThermoWeave Copilot
 
diff --git a/startups/thrttlprc.mdx b/startups/thrttlprc.mdx
index abdb958..4a8694d 100644
--- a/startups/thrttlprc.mdx
+++ b/startups/thrttlprc.mdx
@@ -363,6 +363,7 @@ landingPage:
     - Choose auto-apply settings and approval workflows.
     - Go live—prices and promos sync across all channels.
     - Monitor results and refine rules with your customer success manager.
+shortName: ThrottlePrice AI
 ---
 # ThrottlePrice.ai
 
diff --git a/startups/tidemark.mdx b/startups/tidemark.mdx
index c6017dd..07d0e97 100644
--- a/startups/tidemark.mdx
+++ b/startups/tidemark.mdx
@@ -276,6 +276,7 @@ landingPage:
     - Pilot in 1–2 stores for two weeks; review results and adjust.
     - Go live across locations; monitor dashboards and alerts daily.
     - 'Iterate weekly to refine ladders, timing, and guardrails.'
+shortName: TideMark AI
 ---
 # TideMark AI
 
diff --git a/startups/timberquote.mdx b/startups/timberquote.mdx
index 1d8a7fa..96ac586 100644
--- a/startups/timberquote.mdx
+++ b/startups/timberquote.mdx
@@ -329,6 +329,7 @@ landingPage:
       Auto-generate BOM, cutlist, labels, and quote—ready to send or schedule
       production.
     - 'Push to ERP/CNC, track status and revisions, and analyze performance.'
+shortName: TimberQuote AI
 ---
 # TimberQuote AI
 
diff --git a/startups/timingiq.mdx b/startups/timingiq.mdx
index 5a1fc9b..b9d37a2 100644
--- a/startups/timingiq.mdx
+++ b/startups/timingiq.mdx
@@ -297,6 +297,7 @@ landingPage:
       Schedule and execute sprays within the recommended window; export work
       orders.
     - Track results at harvest and compare ROI by field and strategy.
+shortName: TimingIQ
 ---
 # TimingIQ: Soy Disease Risk & Spray Windows
 
diff --git a/startups/tintquote.mdx b/startups/tintquote.mdx
index 059f8c5..607c391 100644
--- a/startups/tintquote.mdx
+++ b/startups/tintquote.mdx
@@ -330,6 +330,7 @@ landingPage:
       targets.
     - Send the quote or push to ERP/MRP; trigger optional lab verification.
     - Capture lab/press results to refine the model and lock the standard.
+shortName: TintQuote AI
 ---
 # TintQuote AI
 
diff --git a/startups/titlefetch.mdx b/startups/titlefetch.mdx
index bef9a59..764a180 100644
--- a/startups/titlefetch.mdx
+++ b/startups/titlefetch.mdx
@@ -357,6 +357,7 @@ landingPage:
     - >-
       Review exceptions (if any), approve, and export to your workflow or
       archive.
+shortName: TitleFetch AI
 ---
 # TitleFetch AI
 
diff --git a/startups/toollogix.mdx b/startups/toollogix.mdx
index f75deb0..62c198a 100644
--- a/startups/toollogix.mdx
+++ b/startups/toollogix.mdx
@@ -327,6 +327,7 @@ landingPage:
     - Receive early-warning alerts with root-cause hypotheses and parts kits
     - Approve work orders from the app or push to CMMS/MES
     - Close the loop by confirming outcomes; models adapt and improve
+shortName: ToolLogix AI
 ---
 # ToolLogix AI — Predictive Maintenance for Semiconductor Equipment (NAICS 333242)
 
diff --git a/startups/tortillaiq.mdx b/startups/tortillaiq.mdx
index 954dd0a..197a424 100644
--- a/startups/tortillaiq.mdx
+++ b/startups/tortillaiq.mdx
@@ -319,6 +319,7 @@ landingPage:
     - >-
       Approve and publish to ERP/MES; monitor adherence and exceptions in real
       time.
+shortName: Tortilla IQ
 ---
 # TortillaIQ
 
diff --git a/startups/toweta.mdx b/startups/toweta.mdx
index bbcb173..76e5a2b 100644
--- a/startups/toweta.mdx
+++ b/startups/toweta.mdx
@@ -313,6 +313,7 @@ landingPage:
     - Invite dispatchers and drivers; set roles and branding.
     - 'Go live: share tracking links; auto‑update clubs and customers.'
     - Monitor risk in the console and optimize with analytics.
+shortName: TowETA AI
 ---
 # TowETA AI
 
diff --git a/startups/towiq.mdx b/startups/towiq.mdx
index 53563be..5097442 100644
--- a/startups/towiq.mdx
+++ b/startups/towiq.mdx
@@ -286,6 +286,7 @@ landingPage:
     - AI generates a precise quote with all fees in seconds.
     - Send the payment link; customer pays or leaves a deposit.
     - 'Job is auto-confirmed, dispatched, and receipt sent.'
+shortName: TowIQ
 ---
 # TowIQ Dynamic Quotes & Pay
 
diff --git a/startups/towline.mdx b/startups/towline.mdx
index 53a8a6d..4020f03 100644
--- a/startups/towline.mdx
+++ b/startups/towline.mdx
@@ -310,6 +310,7 @@ landingPage:
     - Test with sample jobs; fine-tune quoting and dispatch rules
     - Go live and monitor performance in the dashboard
     - 'Iterate: update rules, coverage, and escalation based on real data'
+shortName: TowLine AI
 ---
 # TowLine AI
 
diff --git a/startups/towproof.mdx b/startups/towproof.mdx
index 65fa9bd..be0eee3 100644
--- a/startups/towproof.mdx
+++ b/startups/towproof.mdx
@@ -278,6 +278,7 @@ landingPage:
     - 'Confirm: Driver reviews, checks off steps, and captures signatures'
     - 'Share: Send the timestamped report to dispatch, customer, and insurer'
     - 'Improve: Feedback loops refine models and driver prompts'
+shortName: TowProof AI
 ---
 # TowProof AI
 
diff --git a/startups/towwise.mdx b/startups/towwise.mdx
index 54b19a8..db028ea 100644
--- a/startups/towwise.mdx
+++ b/startups/towwise.mdx
@@ -336,6 +336,7 @@ landingPage:
     - >-
       Monitor and adapt: live ETA tracking and one‑click re‑optimize on
       disruption.
+shortName: TowWise AI
 ---
 # TowWise AI
 
diff --git a/startups/tracecert.mdx b/startups/tracecert.mdx
index afa2579..4e3c742 100644
--- a/startups/tracecert.mdx
+++ b/startups/tracecert.mdx
@@ -310,6 +310,7 @@ landingPage:
     - 'Review redlines, edit narratives, and resolve flags'
     - E-sign and release; distribute to clients and regulators
     - 'Track versions, lineage, and full audit history'
+shortName: TraceCert AI
 ---
 # TraceCert AI — COA & Regulatory Report Generator
 
diff --git a/startups/tracesea.mdx b/startups/tracesea.mdx
index 020563a..3df3bf2 100644
--- a/startups/tracesea.mdx
+++ b/startups/tracesea.mdx
@@ -335,6 +335,7 @@ landingPage:
     - 'Generate labels, case tags, and the traceability pack in one click.'
     - Print or sync to scales/POS; share the QR trace page.
     - Archive automatically; monitor lots and export packs for inspectors.
+shortName: TraceSea
 ---
 # TraceSea — Seafood Labeling & Traceability Pack Generator
 
diff --git a/startups/traceweld.mdx b/startups/traceweld.mdx
index 10c4e70..19ac9da 100644
--- a/startups/traceweld.mdx
+++ b/startups/traceweld.mdx
@@ -303,6 +303,7 @@ landingPage:
     - AI parses UT/RT/MT reports and proposes weld links and dispositions.
     - 'Review and approve: resolve exceptions, add notes, capture e‑signatures.'
     - Generate MDR/DMR and trace matrices; push results to ERP/QMS/PLM.
+shortName: TraceWeld AI
 ---
 # TraceWeld AI
 
diff --git a/startups/trade.mdx b/startups/trade.mdx
index 0806760..4fb509d 100644
--- a/startups/trade.mdx
+++ b/startups/trade.mdx
@@ -309,6 +309,7 @@ landingPage:
     - Customer selects a time/location; appointment is booked and confirmed.
     - Dealer receives the full appraisal package in CRM/DMS.
     - Automated reminders and follow‑ups reduce no‑shows and leakage.
+shortName: SnapQuote AI
 ---
 # Trade-In Photo Appraisal Bot (NAICS 441227)
 
diff --git a/startups/trgdsptch.mdx b/startups/trgdsptch.mdx
index 2b675af..4fc2c52 100644
--- a/startups/trgdsptch.mdx
+++ b/startups/trgdsptch.mdx
@@ -292,6 +292,7 @@ landingPage:
     - 'Agent triages requests, gathers details, and troubleshoots.'
     - Auto-dispatch schedules vendors; you review exceptions only.
     - 'Track SLAs, costs, and resident satisfaction in real time.'
+shortName: TriageDispatch AI
 ---
 # TriageDispatch AI
 
diff --git a/startups/triagelink.mdx b/startups/triagelink.mdx
index ffe9323..6ff85af 100644
--- a/startups/triagelink.mdx
+++ b/startups/triagelink.mdx
@@ -320,6 +320,7 @@ landingPage:
     - >-
       Export packet to PDF/regulator or push back to core systems; monitor
       outcomes and retrain
+shortName: TriageLink SIU
 ---
 # TriageLink SIU
 
diff --git a/startups/triagesar.mdx b/startups/triagesar.mdx
index 41c717e..12d25eb 100644
--- a/startups/triagesar.mdx
+++ b/startups/triagesar.mdx
@@ -326,6 +326,7 @@ landingPage:
     - Approve or edit SAR narrative; auto-attach key facts and exhibits.
     - Export FinCEN-ready files and push updates back to your case manager.
     - 'Monitor QA, turnaround times, and model health; iterate with governance.'
+shortName: TriageSAR AI
 ---
 # TriageSAR AI
 
diff --git a/startups/tridguard.mdx b/startups/tridguard.mdx
index be171c4..3163145 100644
--- a/startups/tridguard.mdx
+++ b/startups/tridguard.mdx
@@ -280,6 +280,7 @@ landingPage:
     - Apply fixes or return to lender settlement; re‑run checks instantly
     - Export the QC certificate and auditor evidence package
     - Monitor cure exposure and trends in the dashboard
+shortName: TRIDGuard AI
 ---
 # TRIDGuard.ai
 
diff --git a/startups/trimscout.mdx b/startups/trimscout.mdx
index c6673c5..10b42c0 100644
--- a/startups/trimscout.mdx
+++ b/startups/trimscout.mdx
@@ -328,6 +328,7 @@ landingPage:
     - Score suppliers and see fit/risk at a glance
     - 'Shortlist, request samples or audits, and schedule calls'
     - Sync selected suppliers and data to PLM/ERP and kick off onboarding
+shortName: TrimScout AI
 ---
 # TrimScout AI — Supplier Scouting & RFI Automation for Apparel Accessories
 
diff --git a/startups/trip.mdx b/startups/trip.mdx
index 0bfac50..b72b874 100644
--- a/startups/trip.mdx
+++ b/startups/trip.mdx
@@ -339,6 +339,7 @@ landingPage:
     - >-
       Monitor analytics and A/B tests; optimize bundles and prompts for
       continuous lift.
+shortName: LuggageMatch
 ---
 # Trip-to-Luggage Advisor (TLA)
 
diff --git a/startups/turfdemand.mdx b/startups/turfdemand.mdx
index 19cfbf9..2add412 100644
--- a/startups/turfdemand.mdx
+++ b/startups/turfdemand.mdx
@@ -314,6 +314,7 @@ landingPage:
     - Generate constrained buy plans; resolve exceptions and approve
     - Publish POs to ERP; track confirmations and deliveries
     - Monitor KPIs and conduct monthly scenario reviews; continuously improve
+shortName: TurfDemand AI
 ---
 # TurfDemand AI
 
diff --git a/startups/turfsight.mdx b/startups/turfsight.mdx
index 301bd5b..5fa951f 100644
--- a/startups/turfsight.mdx
+++ b/startups/turfsight.mdx
@@ -360,6 +360,7 @@ landingPage:
     - >-
       Expand to supplier quality feedback, reserve planning, and recall
       readiness.
+shortName: TurfSight AI
 ---
 # TurfSight Warranty AI
 
diff --git a/startups/turnaquote.mdx b/startups/turnaquote.mdx
index 55b7464..b142ce0 100644
--- a/startups/turnaquote.mdx
+++ b/startups/turnaquote.mdx
@@ -319,6 +319,7 @@ landingPage:
     - >-
       Send for e-sign; on acceptance, push the job to LIMS and schedule
       automatically.
+shortName: TurnaQuote AI
 ---
 # TurnaQuote AI — Quote & TAT Estimator for Testing Labs
 
diff --git a/startups/turnaround.mdx b/startups/turnaround.mdx
index 2e6c0dc..a9ecba5 100644
--- a/startups/turnaround.mdx
+++ b/startups/turnaround.mdx
@@ -301,6 +301,7 @@ landingPage:
     - Run a shadow pilot to tune thresholds and nudges.
     - Go live with closed-loop updates and role-based actions.
     - 'Review KPI uplift and scale across gates, airlines, and handlers.'
+shortName: Turnaround Sync
 ---
 # Turnaround Milestone Orchestrator (TMO)
 
diff --git a/startups/turnaround2.mdx b/startups/turnaround2.mdx
index c92df69..1ba9407 100644
--- a/startups/turnaround2.mdx
+++ b/startups/turnaround2.mdx
@@ -293,6 +293,7 @@ landingPage:
     - Configure playbooks and escalation paths by station and partner.
     - Pilot at selected gates and compare against baseline turns.
     - Scale across the station and track OTP and delay-minute reductions.
+shortName: TurnOps AI
 ---
 # Turnaround Milestone Orchestrator (TMO) — AI for Airport Turnaround Operations
 
diff --git a/startups/turnx.mdx b/startups/turnx.mdx
index dfc87bf..d1983e9 100644
--- a/startups/turnx.mdx
+++ b/startups/turnx.mdx
@@ -298,6 +298,7 @@ landingPage:
     - Schedule work; share access instructions and timelines.
     - Track progress in real time; resolve blockers with alerts.
     - Close out with QA and final clean; publish the move‑in‑ready report.
+shortName: TurnX AI
 ---
 # TurnX AI — Make-Ready/Turnover Coordinator
 
diff --git a/startups/undercover.mdx b/startups/undercover.mdx
index 569c7a6..9f01f8c 100644
--- a/startups/undercover.mdx
+++ b/startups/undercover.mdx
@@ -312,6 +312,7 @@ landingPage:
     - Review detections and heatmaps; set alert thresholds.
     - Follow the optimized scouting route and add quick notes/photos.
     - Log actions and track outcomes with trend and ROI dashboards.
+shortName: UnderCover Scout AI
 ---
 # UnderCover Scout AI
 
diff --git a/startups/underwriteiq.mdx b/startups/underwriteiq.mdx
index 53b4c60..7fcf543 100644
--- a/startups/underwriteiq.mdx
+++ b/startups/underwriteiq.mdx
@@ -336,6 +336,7 @@ landingPage:
     - Choose enrichment data packs and risk rules by line of business.
     - Pilot on recent submissions; compare speed and accuracy to baseline.
     - Go live with straight-through routing; monitor analytics and refine rules.
+shortName: UnderwriteIQ
 ---
 # UnderwriteIQ Prefill & Triage
 
diff --git a/startups/undrwrtplt.mdx b/startups/undrwrtplt.mdx
index 1056644..07082a7 100644
--- a/startups/undrwrtplt.mdx
+++ b/startups/undrwrtplt.mdx
@@ -323,6 +323,7 @@ landingPage:
     - Approve and refine the auto‑drafted credit memo
     - Export to LOS/core and route for credit decision
     - Track outcomes and feedback to continuously improve models
+shortName: Underwrite Pilot
 ---
 # UnderwritePilot
 
diff --git a/startups/validai.mdx b/startups/validai.mdx
index cb609e7..ab247d9 100644
--- a/startups/validai.mdx
+++ b/startups/validai.mdx
@@ -298,6 +298,7 @@ landingPage:
       justifications
     - Generate the final report and route for e-signature
     - Export to PDF/DOCX and archive with full audit trail
+shortName: ValidAI Lab
 ---
 # ValidAI Lab — Method Validation Protocol & Report Builder
 
diff --git a/startups/vdpforge.mdx b/startups/vdpforge.mdx
index 5085d47..4654f9f 100644
--- a/startups/vdpforge.mdx
+++ b/startups/vdpforge.mdx
@@ -313,6 +313,7 @@ landingPage:
     - Review auto‑generated sample proofs; fix overflow or fit
     - Export production package or send directly to your DFE/RIP
     - Share proof link for client approval and lock the job
+shortName: VDP Forge
 ---
 # VDP Forge — AI Templates & Proofs for Commercial Printers
 
diff --git a/startups/vendsight.mdx b/startups/vendsight.mdx
index d4227ab..371d4d2 100644
--- a/startups/vendsight.mdx
+++ b/startups/vendsight.mdx
@@ -286,6 +286,7 @@ landingPage:
     - 'Techs get root-cause suggestions, parts list, and time-to-fix'
     - Track resolution and feed outcomes back into the model
     - 'Review ROI: uptime gains, avoided spoilage, fewer truck rolls'
+shortName: VendSight AI
 ---
 # VendSight AI
 
diff --git a/startups/ventguard.mdx b/startups/ventguard.mdx
index bb6b8f7..a550539 100644
--- a/startups/ventguard.mdx
+++ b/startups/ventguard.mdx
@@ -348,6 +348,7 @@ landingPage:
       Monitor: Track KPIs, alarms, and compliance while the model updates
       continuously.
     - 'Improve: Use simulations to plan changes and lock in energy savings.'
+shortName: VentGuard AI
 ---
 # VentGuard.AI — Real-time Ventilation Optimization & Alerting for Underground Coal
 
diff --git a/startups/veridrop.mdx b/startups/veridrop.mdx
index af8d729..58eda17 100644
--- a/startups/veridrop.mdx
+++ b/startups/veridrop.mdx
@@ -292,6 +292,7 @@ landingPage:
     - Stream PODs and receive instant pass/fail with risk scores
     - Review flagged deliveries with visual evidence and explanations
     - Sync outcomes back to your systems and notify stakeholders
+shortName: VeriDrop AI
 ---
 # VeriDrop AI
 
diff --git a/startups/veritas.mdx b/startups/veritas.mdx
index 67d6d1b..1b55931 100644
--- a/startups/veritas.mdx
+++ b/startups/veritas.mdx
@@ -330,6 +330,7 @@ landingPage:
     - Validate with investigators and refine recommendations
     - Go live with phased routing and oversight
     - Monitor performance and continuously improve via feedback
+shortName: Veritas Triage AI
 ---
 # Veritas Triage AI for Transaction Monitoring
 
diff --git a/startups/vision.mdx b/startups/vision.mdx
index 2557080..66314c2 100644
--- a/startups/vision.mdx
+++ b/startups/vision.mdx
@@ -263,6 +263,7 @@ landingPage:
     - Set thresholds and verify against a golden batch.
     - 'Go live with real-time scoring, alerts, and dashboards.'
     - Scale to additional lines/SKUs using templates and APIs.
+shortName: TortillaScan AI
 ---
 # Vision QC: Tortilla Size/Blister/Burn Scoring
 
diff --git a/startups/vision2.mdx b/startups/vision2.mdx
index 19a392e..e36a115 100644
--- a/startups/vision2.mdx
+++ b/startups/vision2.mdx
@@ -335,6 +335,7 @@ landingPage:
     - 'Confirm, annotate, and assign rework—or accept with notes'
     - Sync results to MES/QMS; generate a traceable record automatically
     - Track KPIs and trends on dashboards to drive continuous improvement
+shortName: MachCheck AI
 ---
 # Vision QC Lite (Smartphone-based) — AI service for Construction Machinery Manufacturing (NAICS 333120)
 
diff --git a/startups/vision3.mdx b/startups/vision3.mdx
index 305086c..a8a8cda 100644
--- a/startups/vision3.mdx
+++ b/startups/vision3.mdx
@@ -295,6 +295,7 @@ landingPage:
     - 'AI analyzes and scores defects, color, and size in seconds.'
     - 'Review highlights; accept, hold, or resample with one tap.'
     - Publish report and notify team; results sync to ERP/MES/LIMS.
+shortName: Snap QC
 ---
 # Vision QC: Defect & Grade Scoring via Smartphone
 
diff --git a/startups/visionqc.mdx b/startups/visionqc.mdx
index de44b95..3469033 100644
--- a/startups/visionqc.mdx
+++ b/startups/visionqc.mdx
@@ -283,6 +283,7 @@ landingPage:
     - 'Go live: monitor defects in real time and trigger rejects'
     - Review heatmaps and job reports; share with QA and customers
     - Continuously improve by labeling edge cases and updating recipes
+shortName: BoardVision QC
 ---
 # VisionQC for Paperboard
 
diff --git a/startups/visionset.mdx b/startups/visionset.mdx
index b617797..87ce2b9 100644
--- a/startups/visionset.mdx
+++ b/startups/visionset.mdx
@@ -258,6 +258,7 @@ landingPage:
     - 'Review overlays, approve lots, or route flagged parts to rework.'
     - Export reports or auto‑sync results to MES/ERP via API.
     - Continuously improve by approving model suggestions with your feedback.
+shortName: VisionSet QC
 ---
 # VisionSet QC
 
diff --git a/startups/warpplan.mdx b/startups/warpplan.mdx
index 1851dd5..54fae43 100644
--- a/startups/warpplan.mdx
+++ b/startups/warpplan.mdx
@@ -308,6 +308,7 @@ landingPage:
     - Generate a feasible MPS and procurement plan; run what‑if scenarios.
     - Publish plan and ATP dates to ERP/MES for execution.
     - 'Monitor weekly, track alerts, and replan on demand or supply changes.'
+shortName: WarpPlan AI
 ---
 # WarpPlan AI
 
diff --git a/startups/weavenest.mdx b/startups/weavenest.mdx
index c4e2d75..5da5358 100644
--- a/startups/weavenest.mdx
+++ b/startups/weavenest.mdx
@@ -291,6 +291,7 @@ landingPage:
     - Click Optimize to generate markers.
     - Review and tweak with the in-browser editor.
     - Export to your cutter/plotter format and release to production.
+shortName: WeaveNest AI
 ---
 # WeaveNest AI
 
diff --git a/startups/weldspec.mdx b/startups/weldspec.mdx
index c91beaa..6beed29 100644
--- a/startups/weldspec.mdx
+++ b/startups/weldspec.mdx
@@ -343,6 +343,7 @@ landingPage:
       Export compliance report, WPSs, and gap action list; share with
       QA/Authorized Inspector.
     - Track approvals and close gaps with versioned history and citations.
+shortName: WeldSpec AI
 ---
 # WeldSpec AI — WPS/PQR Coverage & Compliance Checker
 
diff --git a/startups/wellsense.mdx b/startups/wellsense.mdx
index 597ac02..c8be26b 100644
--- a/startups/wellsense.mdx
+++ b/startups/wellsense.mdx
@@ -322,6 +322,7 @@ landingPage:
     - >-
       Continuously learn from operator feedback; improve precision month over
       month.
+shortName: WellSense AI
 ---
 # WellSense RCA — SCADA Anomaly & Root-Cause Agent for Natural Gas
 
diff --git a/startups/what.mdx b/startups/what.mdx
index fc40517..349be75 100644
--- a/startups/what.mdx
+++ b/startups/what.mdx
@@ -295,6 +295,7 @@ landingPage:
     - Install the website widget or enable SMS/WhatsApp.
     - 'Customers ask, the bot answers and places pickup orders.'
     - Orders appear in POS/Sheet; you prep and notify for pickup.
+shortName: Catch & Collect
 ---
 # What’s Fresh — Pre‑Order & Pickup Chatbot for Fish & Seafood Retailers
 
diff --git a/startups/wiredieiq.mdx b/startups/wiredieiq.mdx
index b63b4c7..09498e6 100644
--- a/startups/wiredieiq.mdx
+++ b/startups/wiredieiq.mdx
@@ -316,6 +316,7 @@ landingPage:
     - >-
       Improve: Weekly reviews of avoided breaks, extended die life, and scrap
       reduction.
+shortName: WireDie IQ
 ---
 # WireDieIQ
 
diff --git a/startups/wirewatt.mdx b/startups/wirewatt.mdx
index 9888e2b..0dd8bc6 100644
--- a/startups/wirewatt.mdx
+++ b/startups/wirewatt.mdx
@@ -293,6 +293,7 @@ landingPage:
     - 'Go live: alerts and recommendations start; capture quick wins in week one.'
     - Optimize schedule and setpoints; approve changes from the Advisor.
     - Track savings with M&V; expand to additional lines.
+shortName: WireWatt
 ---
 # WireWatt — Energy per Ton Advisor for Steel Wire Drawing
 
diff --git a/startups/workoverrank.mdx b/startups/workoverrank.mdx
index 226f51f..0d5b6f7 100644
--- a/startups/workoverrank.mdx
+++ b/startups/workoverrank.mdx
@@ -309,6 +309,7 @@ landingPage:
     - Run scenarios and select the optimal campaign
     - Export AFE drafts and push to your approval workflow
     - 'Track execution, capture results, and auto-refresh learnings'
+shortName: WorkoverRank AI
 ---
 # WorkoverRank AI
 
diff --git a/startups/yard.mdx b/startups/yard.mdx
index d84f56d..0c46c1b 100644
--- a/startups/yard.mdx
+++ b/startups/yard.mdx
@@ -324,6 +324,7 @@ landingPage:
       interchange windows.
     - Go live with real‑time recommendations and alerts in your workflow.
     - Review weekly impact reports and keep optimizing with feedback loops.
+shortName: YardFlow AI
 ---
 # Yard Dwell and Throughput Analyzer (YDTA)
 
diff --git a/startups/yard2site.mdx b/startups/yard2site.mdx
index 852fd99..71937c7 100644
--- a/startups/yard2site.mdx
+++ b/startups/yard2site.mdx
@@ -336,6 +336,7 @@ landingPage:
     - Capture PODs in the driver app; resolve exceptions on‑site
     - Auto‑reconcile PODs to invoices in your ERP
     - Review KPIs and exceptions; refine rules over time
+shortName: Yard2Site AI
 ---
 # Yard2Site AI — Delivery Route Optimization & POD Automation for Other Building Material Dealers (NAICS 444180)
 
diff --git a/startups/yield.mdx b/startups/yield.mdx
index e5d8cf0..67cf6b6 100644
--- a/startups/yield.mdx
+++ b/startups/yield.mdx
@@ -310,6 +310,7 @@ landingPage:
     - 'Go live: receive ranked causes and recommended actions within hours.'
     - Apply fixes; system verifies impact on defects and yield automatically.
     - Review weekly Pareto and stability to lock in recipe improvements.
+shortName: FloatCoat AI
 ---
 # Yield & Defect Investigator (Float/Coater) — AI for Flat Glass (NAICS 327211)
 
diff --git a/startups/yieldq.mdx b/startups/yieldq.mdx
index 9b18efa..ffb78f5 100644
--- a/startups/yieldq.mdx
+++ b/startups/yieldq.mdx
@@ -307,6 +307,7 @@ landingPage:
     - Apply pricing rules and auto-generate lead time from capacity.
     - Approve and send the branded quote or export to ERP/CRM.
     - 'Track status, win the job, and convert to a work order.'
+shortName: YieldQ AI
 ---
 # YieldQ — AI Quoting Assistant for Cut-Stock, Resawing & Planing (NAICS 321912)
 
diff --git a/types/startup.ts b/types/startup.ts
index ae7dd85..47009e4 100644
--- a/types/startup.ts
+++ b/types/startup.ts
@@ -1,6 +1,7 @@
 export type StartupItem = {
   id: string
   name: string
+  shortName?: string
   description: string
   category: string
   href?: string