AI-Era KPIs for Manufacturing

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

44
Proposed KPIs
14
Categories

AI Quality Prediction Calibration and Value (3 KPIs)

Prediction Confidence Calibration Index (PCCI-Mfg)
GMI-MFG-001 Integration-Required
Prediction Novelty Blind Spot Rate (PNBSR)
GMI-MFG-002 Integration-Required
Intervention False Positive Rate (IFPR)
GMI-MFG-003 Pilot-Ready

Autonomous Process Control Integrity (3 KPIs)

Multi-Dimensional Quality Drift Index (MDQDI)
GMI-MFG-004 Infrastructure-Dependent
Parameter Oscillation Detection Index (PODI)
GMI-MFG-005 Pilot-Ready
Process Control Skill Atrophy Trajectory (PCSAT)
GMI-MFG-006 Infrastructure-Dependent

Generative Design-to-Manufacturing Alignment (3 KPIs)

Design Manufacturability Escape Rate (DMER)
GMI-MFG-007 Integration-Required
Generative Design Validation Coverage Index (GDVC)
GMI-MFG-008 Infrastructure-Dependent
Design-Manufacturing Feedback Loop Index (DMFLI)
GMI-MFG-009 Infrastructure-Dependent

Digital Thread Fidelity and Attribution (2 KPIs)

Root Cause Attribution Accuracy (RCAA)
GMI-MFG-010 Integration-Required
Thread Integrity Score (TIS)
GMI-MFG-011 Infrastructure-Dependent

Smart Factory Orchestration Economics (5 KPIs)

Orchestration System-Level Flow Efficiency (OSLFE)
GMI-MFG-012 Integration-Required
Energy-Quality-Delivery Tradeoff Index (EQDTI)
GMI-MFG-013 Integration-Required
Rebalancing Churn Cost Index (RCCI)
GMI-MFG-014 Pilot-Ready
Forecast-Induced Production Volatility (FIPV)
GMI-MFG-015 Pilot-Ready
Disruption Prediction Value Ratio (DPVR)
GMI-MFG-016 Integration-Required

AI Inspection Accuracy and Scope (2 KPIs)

Per-Defect-Type Detection Drift (PDTDD)
GMI-MFG-017 Integration-Required
Inspection Scope Coverage Ratio (ISCR)
GMI-MFG-018 Integration-Required

AI Formulation and Recipe Robustness (2 KPIs)

Optimization Fragility Index (OFI)
GMI-MFG-019 Infrastructure-Dependent
Temporal Property Validation Gap (TPVG)
GMI-MFG-020 Research-Forward

Maintenance-Production Decision Economics (5 KPIs)

Deferral Quality Erosion Index (DQEI)
GMI-MFG-021 Integration-Required
Post-Maintenance Quality Impact Score (PMQIS)
GMI-MFG-022 Integration-Required
Maintenance Cascade Production Cost Index (MCPCI)
GMI-MFG-023 Integration-Required
Maintenance Intervention Net Production Value (MINPV)
GMI-MFG-024 Pilot-Ready
Alert Response Timing Value Index (ARTVI)
GMI-MFG-025 Integration-Required

Quality-Linked Maintenance Calibration (4 KPIs)

Product-Conditional Confidence Calibration Index (PCCCI)
GMI-MFG-026 Integration-Required
Inter-Maintenance Quality Drift Rate (IMQDR)
GMI-MFG-027 Infrastructure-Dependent
Quality-Trigger False Intervention Rate (QTFIR)
GMI-MFG-028 Pilot-Ready
Condition-Quality Model Currency Index (CQMCI)
GMI-MFG-029 Integration-Required

Spare Parts Production Impact (2 KPIs)

Substitution Quality Impact Rate (SQIR)
GMI-MFG-030 Integration-Required
Production-Context Criticality Alignment Score (PCCAS)
GMI-MFG-031 Infrastructure-Dependent

Automated Maintenance-Production Coupling (2 KPIs)

Automated Maintenance Process Shift Index (AMPSI)
GMI-MFG-032 Integration-Required
Calibration-Induced Discontinuity Rate (CIDR)
GMI-MFG-033 Integration-Required

Equipment Lifecycle Quality Capability (2 KPIs)

Workaround-Masked Degradation Index (WMDI)
GMI-MFG-034 Infrastructure-Dependent
Quality Capability Remaining Useful Life (QCRUL)
GMI-MFG-035 Infrastructure-Dependent

Quality Containment Effectiveness (2 KPIs)

Hold Containment Sufficiency Rate (HCSR)
GMI-MFG-036 Pilot-Ready
Quality Hold Accuracy Rate (QHAR)
GMI-MFG-037 Pilot-Ready

Regulatory Overlay (7 KPIs)

Compliance Scheduling Segregation Index (CSSI-Mfg)
GMI-MFG-038 Pilot-Ready
Regulatory Event Classification Accuracy (RECA)
GMI-MFG-039 Integration-Required
Certification Verification at Assignment Rate (CVAR-Mfg)
GMI-MFG-040 Pilot-Ready
Regulatory Deadline Buffer Index (RDBI)
GMI-MFG-041 Pilot-Ready
Maintenance Compliance Scheduling Segregation Index (MCSSI)
GMI-MFG-042 Pilot-Ready
Maintenance Regulatory Deadline Buffer Index (MRDBI)
GMI-MFG-043 Pilot-Ready
Maintenance Certification Verification at Assignment Rate (MCVAR)
GMI-MFG-044 Pilot-Ready

Maturity Distribution

Pilot-Ready
14
Integration-Required
19
Infrastructure-Dependent
10
Research-Forward
1

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