AI-Era KPIs for Energy & Utilities

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

47
Proposed KPIs
13
Categories

Asset Health Model Accountability (3 KPIs)

Health Score Calibration Error (HSCE)
GMI-EU-001 Pilot-Ready
Deferral Risk Accumulation Index (DRAI)
GMI-EU-002 Integration-Required
Sampling Bias Index (SBI)
GMI-EU-003 Integration-Required

Grid Operations, Dispatch, and Edge Autonomy (7 KPIs)

Dispatch Model Regime Alignment Index (DMRAI)
GMI-EU-025 Integration-Required
Congestion Forecast Calibration Score (CFCS)
GMI-EU-026 Pilot-Ready
Trading Model Regime Fidelity Index (TMRFI)
GMI-EU-027 Integration-Required
Hedge Concentration Risk Index (HCRI)
GMI-EU-028 Infrastructure-Dependent
FTR Topology Exposure Index (FTEI)
GMI-EU-029 Integration-Required
FLISR Asset Impact Score (FAIS)
GMI-EU-004 Integration-Required
Grid-Edge Control Coherence Index (GECCI)
GMI-EU-005 Research-Forward

Vegetation Management Intelligence (3 KPIs)

Trim Deferral Risk-Adjusted Savings (TDRAS)
GMI-EU-006 Pilot-Ready
Vegetation Prioritization Execution Gap (VPEG)
GMI-EU-030 Pilot-Ready
Vegetation Inspection Coverage Assurance Gap (VICAG)
GMI-EU-031 Integration-Required

Forecast Accountability, Storm Response, and Capital Planning (7 KPIs)

Outage Prediction Economic Yield (OPEY)
GMI-EU-007 Pilot-Ready
Renewable Forecast Dispatch Cost (RFDC)
GMI-EU-008 Pilot-Ready
Load Forecast Spatial Resolution Adequacy (LFSRA)
GMI-EU-009 Infrastructure-Dependent
Load Forecast Assumption Attribution Index (LFAAI)
GMI-EU-032 Infrastructure-Dependent
Hosting Capacity Model Accuracy Index (HCMAI)
GMI-EU-033 Integration-Required
Decision-Point ETR Accuracy (DPETRA)
GMI-EU-034 Pilot-Ready
Restoration Routing Deviation Attribution (RRDA)
GMI-EU-035 Integration-Required

Energy Economics and DER Fleet Management (4 KPIs)

Net Cycling Economic Value (NCEV)
GMI-EU-010 Pilot-Ready
DER Dispatch Lifecycle Externalization Rate (DDLER)
GMI-EU-036 Integration-Required
DER Dispatch Tolerance Index (DDTI)
GMI-EU-037 Integration-Required
DER Value Stack Sequencing Efficiency (DVSSE)
GMI-EU-038 Research-Forward

Demand Response Program Sustainability (3 KPIs)

Demand Response Deliverability Gap (DRDG)
GMI-EU-011 Pilot-Ready
DR Event Fatigue Decay Rate (DREFDR)
GMI-EU-039 Pilot-Ready
DR Responder Pool Concentration Index (DRPCI)
GMI-EU-040 Pilot-Ready

Customer AI Fairness and Revenue Integrity (4 KPIs)

Revenue Protection Segment Bias Rate (RPSBR)
GMI-EU-041 Pilot-Ready
Rate Recommendation Multi-Objective Alignment Score (RRMOAS)
GMI-EU-042 Infrastructure-Dependent
Dispute Resolution Error Propagation Rate (DREPR)
GMI-EU-043 Pilot-Ready
Rate Design Equity Impact Score (RDEIS)
GMI-EU-044 Infrastructure-Dependent

Workforce Optimization and Regulatory Compliance (3 KPIs)

Optimizer Safety and Development Consumption Index (OSDCI)
GMI-EU-045 Integration-Required
Certification Compliance Gap Rate (CCGR)
GMI-EU-046 Pilot-Ready
Regulatory Model Regime Shift Index (RMRSI)
GMI-EU-047 Integration-Required

Regulatory Compliance (FERC/NERC) (5 KPIs)

Protection System Test Margin Index (PSTMI)
GMI-EU-012 Pilot-Ready
Dual-Compliance Change Verification Rate (DCCVR)
GMI-EU-013 Infrastructure-Dependent
Facility Rating Margin of Safety (FRMS)
GMI-EU-014 Infrastructure-Dependent
Vegetation Detection Accuracy Index (VDAI)
GMI-EU-015 Infrastructure-Dependent
Protection System Monitoring Detection Sensitivity (PSMDS)
GMI-EU-018 Infrastructure-Dependent

Regulatory Compliance (FERC/NERC CIP) (2 KPIs)

AI BES Cyber System Classification Completeness (ABCSCC)
GMI-EU-016 Infrastructure-Dependent
AI Model Change CIP Capture Rate (AMCCR)
GMI-EU-017 Infrastructure-Dependent

Regulatory Compliance (DOT/PHMSA) (2 KPIs)

Pipeline Assessment Deadline Compliance by Segment (PADCS)
GMI-EU-019 Pilot-Ready
Pipeline Anomaly Classification Accuracy (PACA)
GMI-EU-020 Infrastructure-Dependent

Regulatory Compliance (NFPA) (2 KPIs)

70B Compliance Gap Index (70BCGI)
GMI-EU-021 Integration-Required
Arc Flash Label Currency Rate (AFLCR)
GMI-EU-022 Infrastructure-Dependent

Regulatory Compliance (EPA) (2 KPIs)

Environmental-Critical Schedule Segregation Index (ECSSI)
GMI-EU-023 Pilot-Ready
CEMS Data Regulatory Validity Score (CDRVS)
GMI-EU-024 Integration-Required

Maturity Distribution

Pilot-Ready
17
Integration-Required
15
Infrastructure-Dependent
13
Research-Forward
2

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