AI-Era KPIs for MRO Supply Chain

Proposed performance indicators for mro supply chain operations where AI and automation create decisions that legacy metrics cannot measure.

25
Proposed KPIs
5
Categories
← All Verticals

Uncategorized (1 KPIs)

KPI Entry Template
Each chapter is one KPI. Title format: KPI Name (Abbreviation) Unknown

Forecast & Model Integrity (3 KPIs)

Demand Forecast Calibration Error by Class (DFCEC)
GMI-MROSC-001 Pilot-Ready
Demand Model Drift Index (DMDI)
GMI-MROSC-002 Integration-Required
Supply Network Twin Fidelity (SNTF)
GMI-MROSC-003 Infrastructure-Dependent

Alert, Recommendation & Override Quality (2 KPIs)

Reorder Alert Net Economic Yield (RANEY)
GMI-MROSC-004 Pilot-Ready
Procurement Override Value Index (POVI)
GMI-MROSC-005 Integration-Required

Network Coordination & Bullwhip (2 KPIs)

Procurement Agent Coherence Score (PACS)
GMI-MROSC-006 Integration-Required
Auto-Reorder Bullwhip Amplification (ARBA)
GMI-MROSC-007 Pilot-Ready

Critical Parts & Substitution Integrity (3 KPIs)

Substitution Fitness Yield (SFY)
GMI-MROSC-008 Integration-Required
Criticality-Optimization Divergence Index (CODI)
GMI-MROSC-009 Pilot-Ready
Repair Recommendation Outcome Index (RROI)
GMI-MROSC-010 Integration-Required

Maturity Distribution

Pilot-Ready
4
Integration-Required
5
Infrastructure-Dependent
1

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© 2026 Generative Metrics Institute. All KPIs are proposed, not proven. Developed using the patent-pending Generative Metrics Discovery Framework.