AI-Era KPIs for IT Operations

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

69
Proposed KPIs
1
Categories
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AI-Era IT Operations (69 KPIs)

AI Defect Attribution Rate (ADAR)
GMI-IT-001 See Publication
Code Comprehension Debt Index (CCDI)
GMI-IT-002 See Publication
Test Adequacy Illusion Index (TAII)
GMI-IT-003 See Publication
AIOps Correlation Accuracy (ACA)
GMI-IT-004 See Publication
Remediation Masking Rate (RMR)
GMI-IT-005 See Publication
Operator Skill Atrophy Index (OSAI)
GMI-IT-006 See Publication
True Resolution Rate (TRR)
GMI-IT-007 See Publication
Knowledge Quality Decay Index (KQDI)
GMI-IT-008 See Publication
Capacity Prediction Accuracy (CPA)
GMI-IT-009 See Publication
Analyst Trust Calibration Index (ATCI)
GMI-IT-010 See Publication
Threat Model Coverage Drift (TMCD)
GMI-IT-011 See Publication
Change Risk Score Accuracy (CRSA)
GMI-IT-012 See Publication
Commitment Recommendation Accuracy (CRA)
GMI-IT-013 See Publication
Commitment Portfolio Flexibility Index (CPFI)
GMI-IT-014 See Publication
Stranded Commitment Waste Rate (SCWR)
GMI-IT-015 See Publication
Right-Sizing Churn Cost Ratio (RSCR)
GMI-IT-016 See Publication
Arbitrage Concentration Risk (ACR)
GMI-IT-017 See Publication
Cost Anomaly Investigation Rate (CAIR)
GMI-IT-018 See Publication
Retrain Economic Yield (REY)
GMI-IT-019 See Publication
Training Experiment Efficiency (TEE)
GMI-IT-020 See Publication
Canary Sufficiency Score (CSS)
GMI-IT-021 See Publication
Compression Quality Regression Depth (CQRD)
GMI-IT-022 See Publication
Model Return on Inference Investment (MRII)
GMI-IT-023 See Publication
Refresh Decision Payback Accuracy (RDPA)
GMI-IT-024 See Publication
License Reclamation Net Value (LRNV)
GMI-IT-025 See Publication
Procurement Forecast Variance (PFV)
GMI-IT-026 See Publication
Prediction Coverage Breadth (PCB)
GMI-IT-027 See Publication
Certification Auto-Approval Accuracy (CAAA)
GMI-IT-028 See Publication
Authentication Friction Accuracy (AFA)
GMI-IT-029 See Publication
Provisioning Entitlement Utilization (PEU)
GMI-IT-030 See Publication
Cross-Client Pattern Detection Rate (CPDR)
GMI-IT-031 See Publication
Automation Effectiveness Variance (AEV)
GMI-IT-032 See Publication
Tier Routing Economic Accuracy (TREA)
GMI-IT-033 See Publication
Compliance Exposure Duration (CED)
GMI-IT-034 See Publication
Baseline Currency Index (BCI)
GMI-IT-035 See Publication
Policy Enforcement False Positive Rate (PEFPR)
GMI-IT-036 See Publication
Regulatory Mapping Completeness (RMC)
GMI-IT-037 See Publication
SEMANTIC DATA QUALITY GAP (SDQG)
GMI-IT-040 See Publication
DOWNSTREAM IMPACT PROPAGATION INDEX (DIPI)
GMI-IT-041 See Publication
SCHEMA PROPAGATION CASCADE DEPTH (SPCD)
GMI-IT-042 See Publication
ROUTING CONCENTRATION INDEX (RCI)
GMI-IT-043 See Publication
SEGMENTATION COLLATERAL DAMAGE RATE (SCDR)
GMI-IT-044 See Publication
BANDWIDTH ALLOCATION EQUITY INDEX (BAEI)
GMI-IT-045 See Publication
SLO-EXPERIENCE ALIGNMENT SCORE (SEAS)
GMI-IT-046 See Publication
CHAOS COVERAGE GAP (CCG)
GMI-IT-047 See Publication
RUNBOOK VALIDITY SCORE (RVS)
GMI-IT-048 See Publication
ERROR BUDGET FORECAST FIDELITY (EBFF)
GMI-IT-049 See Publication
PROXY DISCRIMINATION DETECTION GAP (PDDG)
GMI-IT-050 See Publication
EXPLANATION UTILITY SCORE (EUS)
GMI-IT-051 See Publication
COMPLIANCE DOCUMENTATION CURRENCY INDEX (CDCI)
GMI-IT-052 See Publication
FAILOVER NECESSITY RATE (FNR)
GMI-IT-053 See Publication
DR TEST VALIDITY INDEX (DTVI)
GMI-IT-054 See Publication
REPLICA CONSISTENCY DIVERGENCE SCORE (RCDS)
GMI-IT-055 See Publication
RATE LIMIT EQUITY INDEX (RLEI)
GMI-IT-056 See Publication
DEPRECATION IMPACT UNDERESTIMATION RATE (DIUR)
GMI-IT-057 See Publication
INTEGRATION SEMANTIC DRIFT INDEX (ISDI)
GMI-IT-058 See Publication
EFFORT ESTIMATION ANCHORING BIAS INDEX (EEABI)
GMI-IT-059 See Publication
ARCHITECTURE DEBT VISIBILITY RATIO (ADVR)
GMI-IT-060 See Publication
PORTFOLIO VALUE PREDICTION ACCURACY (PVPA)
GMI-IT-061 See Publication
TELEMETRY SAMPLING BLIND SPOT RATE (TSBSR)
GMI-IT-062 See Publication
OBSERVABILITY ADEQUACY SCORE (OAS)
GMI-IT-063 See Publication
DRIFT CLASSIFICATION ACCURACY (DCA)
GMI-IT-064 See Publication
BLAST RADIUS PREDICTION ACCURACY (BRPA)
GMI-IT-065 See Publication
MULTI-CLOUD PORTABILITY EROSION INDEX (MCPEI)
GMI-IT-066 See Publication
CROSS-CLOUD LATENCY ATTRIBUTION SCORE (CCLAS)
GMI-IT-067 See Publication
BEHAVIORAL BASELINE INTEGRITY SCORE (BBIS)
GMI-IT-068 See Publication
RE-AUTHENTICATION PROPORTIONALITY INDEX (RAPI)
GMI-IT-069 See Publication
DEPENDENCY DISCOVERY COVERAGE RATE (DDCR)
GMI-IT-070 See Publication
STALE DEPENDENCY INFLATION RATE (SDIR)
GMI-IT-071 See Publication

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