Generative Metrics Institute

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
8
Categories
← All Verticals

A — Forecast & Model Integrity (3 KPIs)

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

B — Alert, Recommendation & Override Quality (2 KPIs)

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

C — Network Coordination & Bullwhip (2 KPIs)

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

D — Critical Parts & Substitution Integrity (4 KPIs)

Criticality-Optimization Divergence Index (CODI) (CODI)
GMI-MROSC-009 Pilot-Ready
Critical Spare Tail Risk Calibration (CSTRC) (CSTRC)
GMI-MROSC-011 Infrastructure-Dependent
Repair Recommendation Outcome Index (RROI) (RROI)
GMI-MROSC-010 Integration-Required
Substitution Fitness Yield (SFY) (SFY)
GMI-MROSC-008 Integration-Required

E — Supplier Reality & Lead Time Truth (2 KPIs)

Lead Time Prediction Fidelity (LTPF) (LTPF)
GMI-MROSC-012 Pilot-Ready
Vendor Consolidation Fragility Index (VCFI) (VCFI)
GMI-MROSC-013 Integration-Required

F — Inspection, Provenance & Master Data Integrity (5 KPIs)

Catalog Merge False-Positive Rate (CMFPR) (CMFPR)
GMI-MROSC-018 Pilot-Ready
Certification Verification Currency Rate (CVCR) (CVCR)
GMI-MROSC-017 Pilot-Ready
Counterfeit Mode Coverage Score (CMCS) (CMCS)
GMI-MROSC-014 Integration-Required
Receipt Discrepancy Source Attribution (RDSA) (RDSA)
GMI-MROSC-015 Infrastructure-Dependent
Receipt Inspection Adequacy Ratio (RIAR) (RIAR)
GMI-MROSC-016 Integration-Required

G — Workforce Atrophy & Hidden Supply Debt (4 KPIs)

Kit Reservation Promise Integrity (KRPI) (KRPI)
GMI-MROSC-022 Pilot-Ready
Rationalization Regret Rate (RRR) (RRR)
GMI-MROSC-021 Integration-Required
Supply Deferral Compounding Index (SDCI) (SDCI)
GMI-MROSC-020 Integration-Required
Supply Workforce Atrophy Index (SWAI) (SWAI)
GMI-MROSC-019 Infrastructure-Dependent

H — Regulatory Compliance Under AI Scheduling (3 KPIs)

Compliance Parts Segregation Index (CPSI) (CPSI)
GMI-MROSC-023 Pilot-Ready
Regulatory Deadline Margin Consumption (RDMC) (RDMC)
GMI-MROSC-025 Integration-Required
Regulatory Event NLP Classification Accuracy (RENCA) (RENCA)
GMI-MROSC-024 Integration-Required

Maturity Distribution

Pilot-Ready
9
Integration-Required
12
Infrastructure-Dependent
4

Frequently Asked Questions

What KPIs should MRO Supply Chain operations track for AI?

The Generative Metrics Discovery Framework has produced 25 proposed KPIs for MRO Supply Chain across 8 categories, including Demand Forecast Calibration Error by Class (DFCEC), Demand Model Drift Index (DMDI), Supply Network Twin Fidelity (SNTF). Each specification includes a computable formula, data source mappings, a maturity classification, and a validation pilot design.

Why do existing MRO Supply Chain KPIs miss AI decisions?

Legacy MRO Supply Chain metrics were defined before AI systems began creating operational decisions. When an AI capability creates a new decision, that decision carries failure modes that no existing metric is structurally capable of detecting. The framework maps each AI capability to the decisions it creates and defines the measurement gap behind each invisible failure mode.

How mature are the proposed MRO Supply Chain KPIs?

Of the 25 proposed KPIs, the maturity distribution is: 9 Pilot-Ready, 12 Integration-Required, 4 Infrastructure-Dependent. Maturity reflects the data infrastructure required to compute each KPI. All KPIs and thresholds are proposed, pending validation pilots.

Where can I get the full MRO Supply Chain KPI catalog?

The AI-Era MRO Supply Chain Reference Catalog presents the complete KPI set in a compact reference format and publishes through Amazon KDP. The free AI-GPS Assessment also produces vertical-specific KPI recommendations for your implementation roadmap.

Assess Your Organization

The AI-GPS Assessment evaluates your AI governance maturity and recommends specific KPIs from this vertical for your implementation roadmap.

Take the Free AI-GPS Assessment

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