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AI Architecture

17 construction-native agents. Every decision traceable.

AgentInputsOutputsReasoningEvidenceApproval
Estimating AgentPlans · specs · quantitiesEstimate range · risksQTO + historic unit costsPrior projectsEstimator sign-off
Scheduling AgentScope · resources · calendarCPM · look-aheadConstraint + resource logicSchedule graphSuperintendent
Safety AgentPhotos · incidents · plansHazards · JHAVision + rulebookSite imagerySafety officer
Compliance AgentRegs · docsGap reportReg → doc mappingRegulatory libraryCompliance lead
Executive AgentPortfolio signalsBriefingsRollup + trendsProgram dataExecutive
Document AgentAll docsAnswers · summariesRAG on ontologySource docsOwner
Knowledge AgentLessons + outcomesRecommendationsPattern → project fitHistoric patternsPM
Risk AgentSignals · issuesRisk registerBayesian rollupSignal historyRisk owner
Contract AgentContract · commsNotices · obligationsClause parsingContract textLegal
Legal AgentClaims · recordsPosition briefPrecedent matchCase + recordCounsel
Capital AgentCapital plan · signalsReallocationMulti-year LP modelProgram dataCapital committee
Asset AgentAsset data · O&MRenewal planLifecycle modelSensor + recordsFacility lead
Procurement AgentSpecs · vendorsSourcingBest-value scoringVendor historyProcurement
Vendor AgentVendor perfRatingsMulti-dim scorecardDelivery recordsProcurement
Market AgentSignals · macroMarket briefTrend + causalSignal setExecutive
Digital Twin AgentModel · sensorsWhat-ifPhysics + graphTwin stateOperator
Operations AgentFM data · ticketsOps planPriority + capacityOps historyFacility manager