Overview
Central read-only recommendation authority for discovering, normalizing, prioritizing, scoring, explaining, governing, and distributing recommendations across the entire EAOP platform.
Mode: read-only-displayBackend: http://localhostFrontend: http://localhost:3000Mission Control Stream: ws://localhost/mission-control/stream/wsDispatcher Stream: ws://localhost/dispatcher/wsProxy: /api/boap/*Summary
BOAP now has a centralized read-only Enterprise Recommendation Fabric that unifies recommendation inventory, sources, categories, priority, confidence, evidence, impact, dependencies, governance, distribution, lifecycle, risks, human review, and executive visibility without enabling execution, approval, dispatch, shipment, payment, settlement, database writes, or side effects.
Current Signals
recommendation coverage is strongevidence coverage is improvinggovernance visibility is activehuman review queue is visibleexecutive opportunity and risk views are availableBlocked Capabilities
workflow executionapproval executiondispatch executionshipment executionpayment executionsettlement executionautonomous executiondatabase writesside effectsRecommendation Inventory
Title: Recommendation InventoryTotal Recommendations: 1284Active Recommendations: 642Resolved Recommendations: 371Expired Recommendations: 91Blocked Recommendations: 48Pending Recommendations: 132Visible Sample Size: 8Generated At: 2026-06-10T00:00:00.000Z
Recommendation Sources
Title: Recommendation SourcesSources: customer intelligence, driver intelligence, carrier intelligence, warehouse intelligence, dispatch intelligence, financial intelligence, marketplace intelligence, compliance intelligence, audit intelligence, governance intelligence, autonomous intelligence, digital twins, knowledge graph, planning enginesSource Coverage: 91Generated At: 2026-06-10T00:00:00.000Z
Recommendation Categories
Title: Recommendation CategoriesCategories: revenue recommendations, customer recommendations, retention recommendations, dispatch recommendations, route recommendations, shipment recommendations, capacity recommendations, carrier recommendations, warehouse recommendations, workforce recommendations, pricing recommendations, marketplace recommendations, compliance recommendations, governance recommendations, risk mitigation recommendationsCategory Coverage: 89Generated At: 2026-06-10T00:00:00.000Z
Priority Engine
Title: Recommendation Priority EngineCritical: 27High: 184Medium: 436Low: 392Informational: 245Priority Confidence: 91Generated At: 2026-06-10T00:00:00.000Z
Recommendation Confidence
Title: Recommendation ConfidenceRecommendation Confidence: 91Evidence Confidence: 88Data Confidence: 87Forecast Confidence: 84Risk Confidence: 89Confidence Notes: evidence confidence is strongest for audit-backed recommendations, forecast confidence depends on operational snapshot freshness, risk confidence is strongest where graph dependency data is availableGenerated At: 2026-06-10T00:00:00.000Z
Recommendation Evidence
Title: Recommendation EvidenceSupporting Signals: customer churn signals, driver capacity signals, warehouse handoff signals, carrier reliability signals, marketplace demand signals, financial margin signals, compliance evidence signals, governance gate signalsSource Authorities: Customer Intelligence, Driver Intelligence, Carrier Intelligence, Warehouse Intelligence, Financial Intelligence, Marketplace Intelligence, Audit Evidence Runtime, Governance Authority, Knowledge Graph, Digital TwinsLinked Digital Twins: customer twin, driver twin, warehouse twin, marketplace twin, financial twinLinked Graph Entities: customers, drivers, carriers, warehouses, routes, shipments, invoicesLinked Audit Evidence: audit events, diagnostics, approval traces, policy checksEvidence Coverage: 88Generated At: 2026-06-10T00:00:00.000Z
Impact Analysis
Title: Recommendation Impact AnalysisOperational Impact: 86Customer Impact: 82Financial Impact: 84Marketplace Impact: 83Workforce Impact: 78Compliance Impact: 81Highest Impact Domains: operations, customer retention, warehouse handoff, marketplace capacity, financial margin, risk governanceGenerated At: 2026-06-10T00:00:00.000Z
Dependency Graph
Title: Recommendation Dependency GraphUpstream Dependencies: source authority confidence, operational snapshot freshness, graph relationship coverage, digital twin state confidence, audit evidence availabilityDownstream Dependencies: human review queue, governance gates, approval readiness, executive dashboard, domain dashboardsAffected Domains: customer, driver, carrier, warehouse, dispatch, finance, marketplace, governanceAffected Workflows: onboarding, dispatch planning, capacity planning, SLA review, pricing review, risk reviewAffected Business Units: operations, finance, customer success, marketplace, compliance, executiveGraph Coverage: 86Generated At: 2026-06-10T00:00:00.000Z
Governance
Title: Recommendation GovernanceApproval Requirements: human approval required for execution candidates, manager review required for customer-impacting recommendations, finance review required for pricing recommendations, compliance review required for regulated recommendationsGovernance Gates: policy alignment, risk review, evidence review, approval readiness, audit trace availabilityPolicy Alignment: 90Compliance Review: 84Risk Review: 89Generated At: 2026-06-10T00:00:00.000Z
Distribution Fabric
Title: Recommendation Distribution FabricExecutive Recommendations: 84Operations Recommendations: 246Finance Recommendations: 143Customer Recommendations: 181Marketplace Recommendations: 165Workforce Recommendations: 128Distribution Coverage: 90Generated At: 2026-06-10T00:00:00.000Z
Lifecycle
Title: Recommendation LifecycleGenerated: 642Reviewed: 211Approved: 137Rejected: 54Expired: 91Archived: 317Lifecycle Visibility: 89Generated At: 2026-06-10T00:00:00.000Z
Recommendation Risks
Title: Recommendation RisksRecommendation Conflicts: 34Recommendation Overlap: 72Recommendation Uncertainty: 89Recommendation Evidence Gaps: 61Risk Notes: conflicts require governance review, overlap requires deduplication visibility, uncertainty requires stronger evidence, evidence gaps require source authority reviewGenerated At: 2026-06-10T00:00:00.000Z
Human Review Queue
Critical recommendation conflict
Id: review-critical-conflictTitle: Critical recommendation conflictReason: Two high-impact recommendations affect the same operational dependency.Priority: criticalRequired Review: risk and governance review
Evidence gap review
Id: review-evidence-gapTitle: Evidence gap reviewReason: Recommendation confidence is high but audit evidence coverage is incomplete.Priority: highRequired Review: audit evidence review
Approval required before future execution
Id: review-approval-requiredTitle: Approval required before future executionReason: Recommendation is eligible only for human-approved future action.Priority: highRequired Review: approval readiness review
Executive Dashboard
Title: Executive Recommendation DashboardTop Opportunities: retain high-value customers, balance driver capacity by corridor, improve warehouse handoff evidence, optimize pricing margin by corridorTop Risks: recommendation conflict, warehouse handoff evidence gap, SLA breach pressure, capacity imbalanceHighest Value Actions: customer retention review, pricing margin review, marketplace capacity expansionHighest Confidence Actions: driver capacity review, warehouse evidence review, SLA pressure reviewGenerated At: 2026-06-10T00:00:00.000Z
Sample Recommendations
Prioritize high-value customer retention review
Id: rec-customer-retention-001Title: Prioritize high-value customer retention reviewSource: Customer IntelligenceCategory: retention recommendationsPriority: criticalStatus: generatedConfidence: 93Evidence Confidence: 91Data Confidence: 90Forecast Confidence: 88Risk Confidence: 92Impact: {"operational":74,"customer":96,"financial":89,"marketplace":71,"workforce":55,"compliance":60}Signals: churn risk rising, high-value customer segment, support delay patternEvidence: customer intelligence, audit evidence, support diagnosticsDependencies: customer operations, support response, revenue protectionGovernance: manager review required, customer impact reviewDistribution: executive, customer, operations
Review driver capacity pressure in priority corridors
Id: rec-driver-capacity-002Title: Review driver capacity pressure in priority corridorsSource: Driver IntelligenceCategory: capacity recommendationsPriority: highStatus: pendingConfidence: 89Evidence Confidence: 87Data Confidence: 88Forecast Confidence: 86Risk Confidence: 88Impact: {"operational":93,"customer":84,"financial":78,"marketplace":90,"workforce":91,"compliance":52}Signals: driver supply pressure, pickup delay risk, corridor demand spikeEvidence: driver intelligence, capacity marketplace, event replayDependencies: driver network, dispatch visibility, shipment readinessGovernance: operations review requiredDistribution: operations, workforce, marketplace
Strengthen warehouse handoff evidence coverage
Id: rec-warehouse-handoff-003Title: Strengthen warehouse handoff evidence coverageSource: Warehouse IntelligenceCategory: warehouse recommendationsPriority: highStatus: generatedConfidence: 88Evidence Confidence: 84Data Confidence: 86Forecast Confidence: 82Risk Confidence: 90Impact: {"operational":91,"customer":83,"financial":73,"marketplace":76,"workforce":69,"compliance":81}Signals: handoff visibility gap, custody evidence watch, warehouse scan delayEvidence: warehouse partner portal, audit evidence, graph dependencyDependencies: warehouse operations, shipment custody, delivery confidenceGovernance: evidence review required, risk review requiredDistribution: operations, compliance, executive
Review corridor pricing margin opportunity
Id: rec-pricing-margin-004Title: Review corridor pricing margin opportunitySource: Financial IntelligenceCategory: pricing recommendationsPriority: mediumStatus: reviewedConfidence: 86Evidence Confidence: 85Data Confidence: 84Forecast Confidence: 83Risk Confidence: 78Impact: {"operational":56,"customer":61,"financial":94,"marketplace":88,"workforce":41,"compliance":55}Signals: margin spread opportunity, corridor demand growth, carrier cost varianceEvidence: revenue engine, dynamic pricing engine, marketplace analyticsDependencies: pricing policy, carrier cost, marketplace demandGovernance: pricing governance reviewDistribution: finance, marketplace, executive
Review compliance evidence gaps before operational expansion
Id: rec-compliance-audit-005Title: Review compliance evidence gaps before operational expansionSource: Compliance IntelligenceCategory: compliance recommendationsPriority: highStatus: pendingConfidence: 87Evidence Confidence: 82Data Confidence: 84Forecast Confidence: 80Risk Confidence: 91Impact: {"operational":66,"customer":58,"financial":62,"marketplace":64,"workforce":51,"compliance":96}Signals: evidence gap, policy alignment watch, audit readiness pressureEvidence: audit runtime, governance authority, policy diagnosticsDependencies: audit evidence, policy governance, approval readinessGovernance: compliance review required, audit review requiredDistribution: compliance, governance, executive
Expand marketplace capacity visibility for constrained service zones
Id: rec-marketplace-capacity-006Title: Expand marketplace capacity visibility for constrained service zonesSource: Marketplace IntelligenceCategory: marketplace recommendationsPriority: mediumStatus: generatedConfidence: 85Evidence Confidence: 84Data Confidence: 86Forecast Confidence: 82Risk Confidence: 80Impact: {"operational":79,"customer":76,"financial":80,"marketplace":94,"workforce":68,"compliance":49}Signals: capacity imbalance, partner density gap, demand growthEvidence: capacity marketplace, carrier exchange, driver networkDependencies: partner density, carrier availability, driver availabilityGovernance: marketplace review requiredDistribution: marketplace, operations, executive
Review high-risk recommendation conflicts before approval
Id: rec-risk-mitigation-007Title: Review high-risk recommendation conflicts before approvalSource: Risk EngineCategory: risk mitigation recommendationsPriority: criticalStatus: blockedConfidence: 90Evidence Confidence: 89Data Confidence: 87Forecast Confidence: 86Risk Confidence: 95Impact: {"operational":88,"customer":81,"financial":79,"marketplace":75,"workforce":70,"compliance":92}Signals: recommendation conflict, policy conflict, risk uncertaintyEvidence: risk engine, policy governance, dependency graphDependencies: approval governance, risk review, policy gatesGovernance: risk review required, approval gate required, policy gate requiredDistribution: governance, executive, compliance
Prepare autonomous planning candidates for human review
Id: rec-autonomous-planning-008Title: Prepare autonomous planning candidates for human reviewSource: Autonomous IntelligenceCategory: governance recommendationsPriority: informationalStatus: generatedConfidence: 82Evidence Confidence: 80Data Confidence: 83Forecast Confidence: 81Risk Confidence: 84Impact: {"operational":72,"customer":60,"financial":67,"marketplace":66,"workforce":59,"compliance":86}Signals: planning candidate visible, human approval required, execution disabledEvidence: autonomous planning foundation, approval authority, audit evidenceDependencies: human approval, governance gates, audit readinessGovernance: human approval required, execution disabledDistribution: executive, governance, operations
Fabric Diagnostics
Tenant Aware: trueWorkspace Aware: trueOrg Node Aware: trueMission Control Compatible: trueRead Only: trueDisplay Only: trueGet Only Apis: trueRecommendation Coverage: 89Evidence Coverage: 88Graph Coverage: 86Digital Twin Coverage: 87Governance Coverage: 90Workflow Execution Enabled: falseApproval Execution Enabled: falseDispatch Execution Enabled: falseShipment Execution Enabled: falsePayment Execution Enabled: falseSettlement Execution Enabled: falseAutonomous Execution Enabled: falseDatabase Writes Enabled: falseSide Effects Enabled: falseGenerated At: 2026-06-10T00:00:00.000Z