Generative Metrics Institute

AI-Era KPIs for MRO

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

45
Proposed KPIs
5
Categories
← All Verticals

Algorithmic Efficacy & Model Health (9 KPIs)

Actionable Prognostic Horizon (APH) (APH)
GMI-MRO-002 Integration-Required
Alert Net Economic Yield (ANEY) (ANEY)
GMI-MRO-001 Pilot-Ready
Concept Drift Velocity (CDV) (CDV)
GMI-MRO-005 Integration-Required
Contextual Recall Across Operating Envelope (CROE) (CROE)
GMI-MRO-009 Integration-Required
Edge Deployment Fidelity (EDF) (EDF)
GMI-MRO-007 Infrastructure-Dependent
Explainability-to-Action Validation (EAV) (EAV)
GMI-MRO-008 Research-Forward
Feature Importance Stability (FIS) (FIS)
GMI-MRO-006 Integration-Required
Model Confidence Calibration Error (MCCR) (MCCR)
GMI-MRO-004 Integration-Required
Sensor-vs-Asset Degradation Disambiguation (SADD) (SADD)
GMI-MRO-003 Integration-Required

Autonomous MRO & Supply Chain Elasticity (9 KPIs)

Additive Manufacturing Capture Rate and Digital Inventory (AMCR) (AMCR)
GMI-MRO-032 Research-Forward
Algorithmic Just-in-Time Arrival Accuracy (AJTAA) (AJTAA)
GMI-MRO-028 Integration-Required
Autonomous Reorder Confidence (ARC) (ARC)
GMI-MRO-033 Integration-Required
Cross-Site Inventory Arbitrage (CSIA) (CSIA)
GMI-MRO-034 Integration-Required
MRO Bullwhip Dampening (MBD) (MBD)
GMI-MRO-029 Integration-Required
Obsolescence Velocity and Prediction Lead Time (OVPLT) (OVPLT)
GMI-MRO-031 Integration-Required
Predictive Hoarding Waste (PHW) (PHW)
GMI-MRO-027 Pilot-Ready
Sourcing Elasticity and Substitution Resilience (SESR) (SESR)
GMI-MRO-030 Integration-Required
Supplier Signal Coherence (SSC) (SSC)
GMI-MRO-035 Integration-Required

Digital Twin & System Resilience (8 KPIs)

Cascading Failure Containment (CFC) (CFC)
GMI-MRO-022 Integration-Required
Counterfactual Intervention Accuracy (CIA) (CIA)
GMI-MRO-021 Research-Forward
Critical Dependency Visibility (CDVIS) (CDVIS)
GMI-MRO-023 Integration-Required
Failure Mode Coverage Saturation (FMCS) (FMCS)
GMI-MRO-026 Integration-Required
Physical-to-Virtual State Latency (PVSL) (PVSL)
GMI-MRO-019 Infrastructure-Dependent
Resilience Recovery Quality (RRQ) (RRQ)
GMI-MRO-024 Integration-Required
Topological Resilience Reserve (TRR) (TRR)
GMI-MRO-025 Research-Forward
Twin Fidelity Drift (TFD) (TFD)
GMI-MRO-020 Infrastructure-Dependent

Energy Economics & Resource Conservation (10 KPIs)

Carbon Payback on Repair vs. Replace (CPRR) (CPRR)
GMI-MRO-037 Integration-Required
Carbon-Weighted OEE (cOEE) (cOEE)
GMI-MRO-039 Integration-Required
Circular Maintenance Index (CMI) (CMI)
GMI-MRO-042 Integration-Required
Degradation Energy Tax (DET) (DET)
GMI-MRO-036 Pilot-Ready
Embodied Carbon per Work Order (ECWO) (ECWO)
GMI-MRO-041 Integration-Required
End-of-Life Timing Optimality (ELTO) (ELTO)
GMI-MRO-043 Integration-Required
Exergetic Sustainability Index (ESI) (ESI)
GMI-MRO-045 Research-Forward
Grid-Carbon-Adjusted Maintenance Scheduling (GCAMS) (GCAMS)
GMI-MRO-040 Infrastructure-Dependent
Scope 3 Maintenance Logistics Intensity (S3MLI) (S3MLI)
GMI-MRO-038 Infrastructure-Dependent
Sustainable Maintenance Value Density (SMVD) (SMVD)
GMI-MRO-044 Research-Forward

Human-AI Symbiosis & Workflow (9 KPIs)

Cognitive Load per Diagnostic Resolution (CLDR) (CLDR)
GMI-MRO-012 Research-Forward
Explanation Sufficiency and Resolution Efficiency (ESRE) (ESRE)
GMI-MRO-013 Integration-Required
Intervention Dissonance Cost (IDC) (IDC)
GMI-MRO-018 Integration-Required
Override Appropriateness (OA) (OA)
GMI-MRO-011 Integration-Required
Recommendation-to-Execution Translation Loss (RETL) (RETL)
GMI-MRO-015 Integration-Required
Shared Situational Awareness Congruence (SSA) (SSA)
GMI-MRO-016 Research-Forward
Skill Atrophy Trajectory (SAT) (SAT)
GMI-MRO-014 Infrastructure-Dependent
Time to Calibrated Trust (TTCT) (TTCT)
GMI-MRO-010 Research-Forward
Work Order Feedback Quality and Model Learning Gain (WOFQ) (WOFQ)
GMI-MRO-017 Integration-Required

Maturity Distribution

Pilot-Ready
3
Integration-Required
27
Infrastructure-Dependent
6
Research-Forward
9

Frequently Asked Questions

What KPIs should MRO operations track for AI?

The Generative Metrics Discovery Framework has produced 45 proposed KPIs for MRO across 5 categories, including Actionable Prognostic Horizon (APH), Alert Net Economic Yield (ANEY), Concept Drift Velocity (CDV). Each specification includes a computable formula, data source mappings, a maturity classification, and a validation pilot design.

Why do existing MRO KPIs miss AI decisions?

Legacy MRO 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 KPIs?

Of the 45 proposed KPIs, the maturity distribution is: 3 Pilot-Ready, 27 Integration-Required, 6 Infrastructure-Dependent, 9 Research-Forward. 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 KPI catalog?

The AI-Era MRO 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.