diff --git a/examples/startups/blocksense.mdx b/examples/startups/blocksense.mdx new file mode 100644 index 000000000..846f2cdaa --- /dev/null +++ b/examples/startups/blocksense.mdx @@ -0,0 +1,509 @@ +--- +title: "BlockSense - Predictive Maintenance for Block/Brick Manufacturing" +description: "AI-powered predictive maintenance platform reducing unplanned downtime 15-25% in concrete block and brick plants" +industry: "Manufacturing Technology" +stage: "Product Development" +founded: "2024" +geography: "North America" +tags: ["predictive-maintenance", "manufacturing", "ai", "iot", "concrete-block", "brick-manufacturing"] +--- + +# BlockSense Business Workflows + +BlockSense is a predictive maintenance platform specifically designed for concrete block and brick manufacturing plants. We reduce unplanned downtime by 15-25% within 6 months by turning existing PLC logs and maintenance history into accurate failure predictions and actionable work orders. + +## Core Business Process Functions + +```typescript exec +// Customer Acquisition Workflow +export async function acquireCustomer(lead: Lead): Promise { + // Qualify lead based on plant size and equipment + const qualifiedLead = await qualifyLead(lead) + + // Generate custom proposal with ROI calculations + const proposal = await generateProposal(qualifiedLead) + + // Conduct technical assessment and pilot planning + const technicalAssessment = await conductTechnicalAssessment(qualifiedLead) + + // Negotiate contract terms + const contract = await negotiateContract(proposal, technicalAssessment) + + // Onboard customer with 90-day pilot + return await onboardCustomer(contract) +} + +// Lead Qualification Process +export async function qualifyLead(lead: Lead): Promise { + const plantProfile = await assessPlantProfile(lead) + + // Check if plant meets minimum criteria + if (plantProfile.assetCount < 8 || plantProfile.productionLines < 1) { + throw new Error('Plant does not meet minimum asset requirements') + } + + const economicProfile = await calculateEconomicProfile(plantProfile) + const technicalReadiness = await assessTechnicalReadiness(plantProfile) + + return { + ...lead, + plantProfile, + economicProfile, + technicalReadiness, + qualificationScore: calculateQualificationScore(economicProfile, technicalReadiness) + } +} + +// Proposal Generation +export async function generateProposal(qualifiedLead: QualifiedLead): Promise { + const roiCalculation = await calculateROI(qualifiedLead) + const implementationPlan = await createImplementationPlan(qualifiedLead) + const pricing = await calculatePricing(qualifiedLead) + + return { + customerId: qualifiedLead.id, + roiCalculation, + implementationPlan, + pricing, + pilotTerms: await generatePilotTerms(qualifiedLead), + successCriteria: await defineSuccessCriteria(qualifiedLead) + } +} + +// Product Development Workflow +export async function developPredictiveModel(assetType: AssetType, failureMode: FailureMode): Promise { + // Collect training data from existing installations + const trainingData = await collectTrainingData(assetType, failureMode) + + // Feature engineering for PLC signals + const features = await engineerFeatures(trainingData) + + // Train domain-specific model + const model = await trainModel(features, failureMode) + + // Validate model performance + const validation = await validateModel(model, trainingData) + + if (validation.recall < 0.7 || validation.precision < 0.8) { + throw new Error('Model performance below acceptable thresholds') + } + + // Deploy to model library + return await deployToModelLibrary(model, validation) +} + +// Revenue Generation Flow +export async function generateRevenue(customer: Customer, month: number): Promise { + // Calculate SaaS subscription revenue + const subscriptionRevenue = await calculateSubscriptionRevenue(customer, month) + + // Check for expansion opportunities + const expansionOpportunities = await identifyExpansionOpportunities(customer) + + // Process any outcome-based bonuses + const outcomeBonus = await calculateOutcomeBonus(customer, month) + + // Handle renewals and upsells + const renewalRevenue = await processRenewals(customer, month) + + return { + customerId: customer.id, + month, + subscriptionRevenue, + expansionRevenue: expansionOpportunities.revenue, + outcomeBonus, + renewalRevenue, + totalRevenue: subscriptionRevenue + expansionOpportunities.revenue + outcomeBonus + renewalRevenue + } +} + +// Operational Procedures +export async function deploySystem(customer: Customer): Promise { + // Install edge gateway hardware + const gatewayInstallation = await installEdgeGateway(customer) + + // Configure PLC/SCADA connections + const plcConnections = await configurePLCConnections(customer, gatewayInstallation) + + // Set up CMMS integration + const cmmsIntegration = await setupCMMSIntegration(customer) + + // Deploy predictive models + const modelDeployment = await deployPredictiveModels(customer) + + // Configure dashboards and alerts + const dashboardSetup = await setupDashboards(customer) + + // Conduct user training + const training = await conductUserTraining(customer) + + return { + customerId: customer.id, + gatewayInstallation, + plcConnections, + cmmsIntegration, + modelDeployment, + dashboardSetup, + training, + status: 'deployed', + deploymentDate: new Date() + } +} + +// Decision-Making Workflows +export async function evaluateExpansionOpportunity(customer: Customer): Promise { + // Analyze current performance metrics + const performanceMetrics = await analyzePerformanceMetrics(customer) + + // Assess customer satisfaction and adoption + const customerHealth = await assessCustomerHealth(customer) + + // Calculate expansion ROI + const expansionROI = await calculateExpansionROI(customer, performanceMetrics) + + // Check technical feasibility + const technicalFeasibility = await assessExpansionFeasibility(customer) + + const decision = { + customerId: customer.id, + recommendExpansion: expansionROI.roi > 3.0 && customerHealth.score > 0.8, + expansionType: determineExpansionType(customer, technicalFeasibility), + expectedRevenue: expansionROI.expectedRevenue, + timeline: calculateExpansionTimeline(customer, technicalFeasibility), + riskFactors: identifyRiskFactors(customer, performanceMetrics) + } + + return decision +} + +// Customer Success Workflow +export async function ensureCustomerSuccess(customer: Customer): Promise { + // Monitor key performance indicators + const kpis = await monitorKPIs(customer) + + // Track alert performance + const alertPerformance = await trackAlertPerformance(customer) + + // Measure downtime reduction + const downtimeReduction = await measureDowntimeReduction(customer) + + // Calculate ROI achievement + const roiAchievement = await calculateROIAchievement(customer, downtimeReduction) + + // Identify improvement opportunities + const improvements = await identifyImprovements(customer, kpis) + + // Schedule regular check-ins + await scheduleCustomerCheckIn(customer, improvements) + + return { + customerId: customer.id, + kpis, + alertPerformance, + downtimeReduction, + roiAchievement, + improvements, + successScore: calculateSuccessScore(kpis, alertPerformance, downtimeReduction) + } +} + +// Partnership Development +export async function developOEMPartnership(oem: OEMPartner): Promise { + // Assess partnership fit + const partnershipFit = await assessPartnershipFit(oem) + + // Negotiate partnership terms + const terms = await negotiatePartnershipTerms(oem, partnershipFit) + + // Develop co-selling materials + const coSellingMaterials = await developCoSellingMaterials(oem) + + // Train partner sales team + const partnerTraining = await trainPartnerSalesTeam(oem, coSellingMaterials) + + // Set up revenue sharing + const revenueSharing = await setupRevenueSharing(oem, terms) + + return { + partnerId: oem.id, + partnershipType: 'OEM', + terms, + coSellingMaterials, + partnerTraining, + revenueSharing, + status: 'active', + startDate: new Date() + } +} + +// Market Expansion Workflow +export async function expandToNewMarket(market: Market): Promise { + // Research market opportunity + const marketResearch = await conductMarketResearch(market) + + // Assess regulatory requirements + const regulatoryAssessment = await assessRegulatoryRequirements(market) + + // Adapt product for local requirements + const productAdaptation = await adaptProductForMarket(market, regulatoryAssessment) + + // Establish local partnerships + const localPartnerships = await establishLocalPartnerships(market) + + // Launch go-to-market strategy + const gtmLaunch = await launchGTMStrategy(market, localPartnerships) + + return { + marketId: market.id, + marketResearch, + regulatoryAssessment, + productAdaptation, + localPartnerships, + gtmLaunch, + status: 'launched', + launchDate: new Date() + } +} +``` + +## Type Definitions + +```typescript exec +// Core business types +interface Lead { + id: string + companyName: string + contactPerson: string + email: string + phone: string + plantLocation: string + productionType: 'concrete-block' | 'brick' | 'both' + annualProduction: number + currentDowntimeHours: number + source: 'direct' | 'partner' | 'referral' | 'marketing' +} + +interface QualifiedLead extends Lead { + plantProfile: PlantProfile + economicProfile: EconomicProfile + technicalReadiness: TechnicalReadiness + qualificationScore: number +} + +interface PlantProfile { + assetCount: number + productionLines: number + equipmentTypes: AssetType[] + plcSystems: string[] + cmmsSystem: string + maintenanceApproach: 'reactive' | 'preventive' | 'predictive' +} + +interface EconomicProfile { + downtimeCostPerHour: number + annualMaintenanceBudget: number + potentialSavings: number + paybackPeriod: number +} + +interface TechnicalReadiness { + networkConnectivity: boolean + dataAccessibility: boolean + itSecurityCompliance: boolean + maintenanceTeamCapability: number +} + +interface Customer { + id: string + companyName: string + contractValue: number + assetsMonitored: number + deploymentDate: Date + contractEndDate: Date + status: 'pilot' | 'active' | 'expansion' | 'churned' +} + +interface AssetType { + type: 'press' | 'mixer' | 'conveyor' | 'hydraulic-pump' | 'gearbox' | 'bearing' + manufacturer: string + model: string + criticalityLevel: 'high' | 'medium' | 'low' +} + +interface FailureMode { + name: string + assetType: AssetType + symptoms: string[] + leadTimeHours: number + impactLevel: 'critical' | 'major' | 'minor' +} + +interface PredictiveModel { + id: string + assetType: AssetType + failureMode: FailureMode + accuracy: number + precision: number + recall: number + deploymentDate: Date +} + +interface Revenue { + customerId: string + month: number + subscriptionRevenue: number + expansionRevenue: number + outcomeBonus: number + renewalRevenue: number + totalRevenue: number +} + +interface Deployment { + customerId: string + gatewayInstallation: any + plcConnections: any + cmmsIntegration: any + modelDeployment: any + dashboardSetup: any + training: any + status: string + deploymentDate: Date +} + +interface ExpansionDecision { + customerId: string + recommendExpansion: boolean + expansionType: string + expectedRevenue: number + timeline: number + riskFactors: string[] +} + +interface SuccessMetrics { + customerId: string + kpis: any + alertPerformance: any + downtimeReduction: number + roiAchievement: number + improvements: string[] + successScore: number +} + +interface OEMPartner { + id: string + name: string + equipmentTypes: AssetType[] + marketPresence: string[] + partnershipInterest: number +} + +interface Partnership { + partnerId: string + partnershipType: string + terms: any + coSellingMaterials: any + partnerTraining: any + revenueSharing: any + status: string + startDate: Date +} + +interface Market { + id: string + region: string + countries: string[] + marketSize: number + competitionLevel: number + regulatoryComplexity: number +} + +interface MarketExpansion { + marketId: string + marketResearch: any + regulatoryAssessment: any + productAdaptation: any + localPartnerships: any + gtmLaunch: any + status: string + launchDate: Date +} +``` + +## Business Process Orchestration + +```typescript exec +// Main business orchestration workflow +export async function runBlockSenseBusiness(): Promise { + // Initialize business operations + const businessState = await initializeBusinessState() + + // Set up event listeners for key business processes + on('lead.captured', async (lead: Lead) => { + try { + const customer = await acquireCustomer(lead) + await deploySystem(customer) + emit('customer.onboarded', customer) + } catch (error) { + emit('lead.qualification.failed', { lead, error }) + } + }) + + on('customer.onboarded', async (customer: Customer) => { + // Start monitoring customer success + setInterval(async () => { + const successMetrics = await ensureCustomerSuccess(customer) + if (successMetrics.successScore > 0.8) { + const expansionDecision = await evaluateExpansionOpportunity(customer) + if (expansionDecision.recommendExpansion) { + emit('expansion.opportunity', { customer, decision: expansionDecision }) + } + } + }, 30 * 24 * 60 * 60 * 1000) // Monthly check + }) + + on('expansion.opportunity', async ({ customer, decision }) => { + const expandedRevenue = await generateRevenue(customer, new Date().getMonth()) + emit('revenue.generated', expandedRevenue) + }) + + // Continuous product development + setInterval(async () => { + const newFailureModes = await identifyNewFailureModes() + for (const failureMode of newFailureModes) { + const model = await developPredictiveModel(failureMode.assetType, failureMode) + emit('model.deployed', model) + } + }, 90 * 24 * 60 * 60 * 1000) // Quarterly model updates + + // Partnership development + setInterval(async () => { + const potentialPartners = await identifyPotentialOEMPartners() + for (const partner of potentialPartners) { + const partnership = await developOEMPartnership(partner) + emit('partnership.established', partnership) + } + }, 180 * 24 * 60 * 60 * 1000) // Semi-annual partnership review +} + +// Helper functions (pseudocode implementations) +async function initializeBusinessState() { + return { + customers: [], + models: [], + partnerships: [], + revenue: 0 + } +} + +async function identifyNewFailureModes(): Promise { + // Analyze customer data to identify new failure patterns + return [] +} + +async function identifyPotentialOEMPartners(): Promise { + // Research and identify potential OEM partners + return [] +} +``` + +This MDX file defines the core business processes for BlockSense as executable TypeScript functions, representing the complete workflow from customer acquisition through revenue generation and business expansion.