AI-Era KPIs for Asset Reliability

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

16
Proposed KPIs
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Asset Reliability Operations (10 KPIs)

Failure Code Fidelity Rate
GMI-AR-001 Integration-Required
Inspection Detection Accuracy Rate
GMI-AR-002 Infrastructure-Dependent
Knowledge Retrieval Accuracy Score
GMI-AR-003 Research-Forward
Prediction Threshold Value Ratio
GMI-AR-004 Integration-Required
Autonomous WO Signal-to-Noise Ratio
GMI-AR-005 Pilot-Ready
Autonomy Boundary Calibration Score
GMI-AR-006 Research-Forward
Degradation Projection Validity Rate
GMI-AR-007 Integration-Required
Strategy Override Safety Index
GMI-AR-008 Research-Forward
Health Score Contextual Accuracy
GMI-AR-009 Integration-Required
Override Feedback Degradation Rate
GMI-AR-010 Research-Forward

Maturity Distribution

Pilot-Ready
1
Integration-Required
4
Infrastructure-Dependent
1
Research-Forward
4

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