AI-Era KPIs for IT Operations

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AI-Era IT Operations (69 KPIs)

AI Defect Attribution Rate (ADAR)

GMI-IT-001 See Publication

AIOps Correlation Accuracy (ACA)

GMI-IT-004 See Publication

Analyst Trust Calibration Index (ATCI)

GMI-IT-010 See Publication

Arbitrage Concentration Risk (ACR)

GMI-IT-017 See Publication

ARCHITECTURE DEBT VISIBILITY RATIO (ADVR)

GMI-IT-060 See Publication

Authentication Friction Accuracy (AFA)

GMI-IT-029 See Publication

Automation Effectiveness Variance (AEV)

GMI-IT-032 See Publication

BANDWIDTH ALLOCATION EQUITY INDEX (BAEI)

GMI-IT-045 See Publication

Baseline Currency Index (BCI)

GMI-IT-035 See Publication

BEHAVIORAL BASELINE INTEGRITY SCORE (BBIS)

GMI-IT-068 See Publication

BLAST RADIUS PREDICTION ACCURACY (BRPA)

GMI-IT-065 See Publication

Canary Sufficiency Score (CSS)

GMI-IT-021 See Publication

Capacity Prediction Accuracy (CPA)

GMI-IT-009 See Publication

Certification Auto-Approval Accuracy (CAAA)

GMI-IT-028 See Publication

Change Risk Score Accuracy (CRSA)

GMI-IT-012 See Publication

CHAOS COVERAGE GAP (CCG)

GMI-IT-047 See Publication

Code Comprehension Debt Index (CCDI)

GMI-IT-002 See Publication

Commitment Portfolio Flexibility Index (CPFI)

GMI-IT-014 See Publication

Commitment Recommendation Accuracy (CRA)

GMI-IT-013 See Publication

COMPLIANCE DOCUMENTATION CURRENCY INDEX (CDCI)

GMI-IT-052 See Publication

Compliance Exposure Duration (CED)

GMI-IT-034 See Publication

Compression Quality Regression Depth (CQRD)

GMI-IT-022 See Publication

Cost Anomaly Investigation Rate (CAIR)

GMI-IT-018 See Publication

Cross-Client Pattern Detection Rate (CPDR)

GMI-IT-031 See Publication

CROSS-CLOUD LATENCY ATTRIBUTION SCORE (CCLAS)

GMI-IT-067 See Publication

DEPENDENCY DISCOVERY COVERAGE RATE (DDCR)

GMI-IT-070 See Publication

DEPRECATION IMPACT UNDERESTIMATION RATE (DIUR)

GMI-IT-057 See Publication

DOWNSTREAM IMPACT PROPAGATION INDEX (DIPI)

GMI-IT-041 See Publication

DRIFT CLASSIFICATION ACCURACY (DCA)

GMI-IT-064 See Publication

DR TEST VALIDITY INDEX (DTVI)

GMI-IT-054 See Publication

EFFORT ESTIMATION ANCHORING BIAS INDEX (EEABI)

GMI-IT-059 See Publication

ERROR BUDGET FORECAST FIDELITY (EBFF)

GMI-IT-049 See Publication

EXPLANATION UTILITY SCORE (EUS)

GMI-IT-051 See Publication

FAILOVER NECESSITY RATE (FNR)

GMI-IT-053 See Publication

INTEGRATION SEMANTIC DRIFT INDEX (ISDI)

GMI-IT-058 See Publication

Knowledge Quality Decay Index (KQDI)

GMI-IT-008 See Publication

License Reclamation Net Value (LRNV)

GMI-IT-025 See Publication

Model Return on Inference Investment (MRII)

GMI-IT-023 See Publication

MULTI-CLOUD PORTABILITY EROSION INDEX (MCPEI)

GMI-IT-066 See Publication

OBSERVABILITY ADEQUACY SCORE (OAS)

GMI-IT-063 See Publication

Operator Skill Atrophy Index (OSAI)

GMI-IT-006 See Publication

Policy Enforcement False Positive Rate (PEFPR)

GMI-IT-036 See Publication

PORTFOLIO VALUE PREDICTION ACCURACY (PVPA)

GMI-IT-061 See Publication

Prediction Coverage Breadth (PCB)

GMI-IT-027 See Publication

Procurement Forecast Variance (PFV)

GMI-IT-026 See Publication

Provisioning Entitlement Utilization (PEU)

GMI-IT-030 See Publication

PROXY DISCRIMINATION DETECTION GAP (PDDG)

GMI-IT-050 See Publication

RATE LIMIT EQUITY INDEX (RLEI)

GMI-IT-056 See Publication

RE-AUTHENTICATION PROPORTIONALITY INDEX (RAPI)

GMI-IT-069 See Publication

Refresh Decision Payback Accuracy (RDPA)

GMI-IT-024 See Publication

Regulatory Mapping Completeness (RMC)

GMI-IT-037 See Publication

Remediation Masking Rate (RMR)

GMI-IT-005 See Publication

REPLICA CONSISTENCY DIVERGENCE SCORE (RCDS)

GMI-IT-055 See Publication

Retrain Economic Yield (REY)

GMI-IT-019 See Publication

Right-Sizing Churn Cost Ratio (RSCR)

GMI-IT-016 See Publication

ROUTING CONCENTRATION INDEX (RCI)

GMI-IT-043 See Publication

RUNBOOK VALIDITY SCORE (RVS)

GMI-IT-048 See Publication

SCHEMA PROPAGATION CASCADE DEPTH (SPCD)

GMI-IT-042 See Publication

SEGMENTATION COLLATERAL DAMAGE RATE (SCDR)

GMI-IT-044 See Publication

SEMANTIC DATA QUALITY GAP (SDQG)

GMI-IT-040 See Publication

SLO-EXPERIENCE ALIGNMENT SCORE (SEAS)

GMI-IT-046 See Publication

STALE DEPENDENCY INFLATION RATE (SDIR)

GMI-IT-071 See Publication

Stranded Commitment Waste Rate (SCWR)

GMI-IT-015 See Publication

TELEMETRY SAMPLING BLIND SPOT RATE (TSBSR)

GMI-IT-062 See Publication

Test Adequacy Illusion Index (TAII)

GMI-IT-003 See Publication

Threat Model Coverage Drift (TMCD)

GMI-IT-011 See Publication

Tier Routing Economic Accuracy (TREA)

GMI-IT-033 See Publication

Training Experiment Efficiency (TEE)

GMI-IT-020 See Publication

True Resolution Rate (TRR)

GMI-IT-007 See Publication

Maturity Distribution

Frequently Asked Questions

What KPIs should IT Operations track for AI?

The Generative Metrics Discovery Framework has produced 69 proposed KPIs for IT Operations, including AI Defect Attribution Rate, AIOps Correlation Accuracy, Analyst Trust Calibration Index. Each specification includes a computable formula, data source mappings, a maturity classification, and a validation pilot design.

Why do existing IT Operations KPIs miss AI decisions?

Legacy IT Operations metrics were defined before AI systems began creating operational decisions. When an AI capability creates a new decision, that decision carries failure modes that no existing metric is structurally capable of detecting. The framework maps each AI capability to the decisions it creates and defines the measurement gap behind each invisible failure mode.

Where can I get the full IT Operations KPI catalog?

The AI-Era IT Operations Reference Catalog presents the complete KPI set in a compact reference format and publishes through Amazon KDP. The free AI-GPS Assessment also produces vertical-specific KPI recommendations for your implementation roadmap.