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

Algorithmic Efficacy & Model Health (9 KPIs)

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

Human-AI Symbiosis & Workflow (9 KPIs)

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

Digital Twin & System Resilience (8 KPIs)

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

Autonomous MRO & Supply Chain Elasticity (9 KPIs)

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

Energy Economics & Resource Conservation (10 KPIs)

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

Maturity Distribution

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

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