Generative Metrics Institute

AI-Era KPIs for Mining

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

37
Proposed KPIs
13
Categories
← All Verticals

AI-Induced Maintenance Behavior Distortion (4 KPIs)

Deferral Damage Escalation Rate (DDER) (DDER)
GMI-MIN-022 Integration-Required
Predictive Masking Rate (PMR) (PMR)
GMI-MIN-023 Integration-Required
Schedule Buffer Consumption Index (SBCI) (SBCI)
GMI-MIN-024 Pilot-Ready
Shutdown Quality-Duration Trade-off Index (SQDI) (SQDI)
GMI-MIN-025 Integration-Required

Autonomous Drilling & Blast Outcome Alignment (3 KPIs)

Drill-to-Blast Conformance Index (DBCI) (DBCI)
GMI-MIN-015 Integration-Required
Pattern Conformance Drift Index (PCDI) (PCDI)
GMI-MIN-017 Integration-Required
Rock Characterization Validation Score (RCVS) (RCVS)
GMI-MIN-016 Infrastructure-Dependent

Autonomous Fleet Intelligence & Dispatch Economics (4 KPIs)

Blend Compliance Deviation Index (BCDI) (BCDI)
GMI-MIN-003 Integration-Required
Exclusion Zone Proportionality Score (EZPS) (EZPS)
GMI-MIN-004 Pilot-Ready
Fleet Dispatch Value Index (FDVI) (FDVI)
GMI-MIN-001 Integration-Required
Path Concentration Degradation Rate (PCDR) (PCDR)
GMI-MIN-002 Pilot-Ready

Inspection Fidelity & Anomaly Detection Quality (3 KPIs)

Detection Confidence Accuracy Score (DCAS) (DCAS)
GMI-MIN-013 Infrastructure-Dependent
Inspection Failure Mode Coverage Ratio (FMCR-M) (FMCR-M)
GMI-MIN-012 Integration-Required
Temporal Change Detection Rate (TCDR) (TCDR)
GMI-MIN-014 Integration-Required

Multi-System Decision Coherence (3 KPIs)

Cross-Component Cascade Attribution Rate (CCAR) (CCAR)
GMI-MIN-027 Infrastructure-Dependent
Predictive Platform Conflict Rate (PPCR) (PPCR)
GMI-MIN-026 Integration-Required
Systemic Pattern Detection Gap (SPDG) (SPDG)
GMI-MIN-028 Integration-Required

Operator-Maintenance Economic Linkage (2 KPIs)

Behavior Modification Net Economic Value (BMNEV) (BMNEV)
GMI-MIN-032 Infrastructure-Dependent
Operator Impact Attribution Accuracy (OIAA) (OIAA)
GMI-MIN-031 Infrastructure-Dependent

Predictive Geology Model Integrity (4 KPIs)

Geological Domain Drift Score (GDDS) (GDDS)
GMI-MIN-006 Infrastructure-Dependent
Grade Prediction Calibration Index (GPCI) (GPCI)
GMI-MIN-005 Integration-Required
Model Boundary Attribution Rate (MBAR) (MBAR)
GMI-MIN-007 Integration-Required
Override Value Index - Geology (OVI-G) (OVI-G)
GMI-MIN-008 Integration-Required

Predictive Model Integrity & Calibration (4 KPIs)

Lifecycle Model Survivorship Bias Index (LSBI) (LSBI)
GMI-MIN-020 Infrastructure-Dependent
Premature Replacement Rate (PRR-MIN) (PRR-MIN)
GMI-MIN-019 Integration-Required
RUL Calibration Score (RULCS) (RULCS)
GMI-MIN-018 Integration-Required
Severity-Urgency Alignment Score (SUAS) (SUAS)
GMI-MIN-021 Integration-Required

Regulatory Compliance Under AI Scheduling (3 KPIs)

Certification Assignment Compliance Rate (CACR) (CACR)
GMI-MIN-035 Pilot-Ready
MSHA Examination Scheduling Segregation Index (MESSI) (MESSI)
GMI-MIN-033 Pilot-Ready
Regulatory Interval Buffer Index (RIBI) (RIBI)
GMI-MIN-034 Pilot-Ready

Supply Chain Intelligence Effectiveness (2 KPIs)

Consequence-Weighted Stockout Exposure (CWSE) (CWSE)
GMI-MIN-030 Pilot-Ready
Forecast Demand Amplification Index (FDAI) (FDAI)
GMI-MIN-029 Pilot-Ready

Ventilation Intelligence & Safety Margin Governance (3 KPIs)

Emergency Ventilation Response Latency (EVRL) (EVRL)
GMI-MIN-010 Pilot-Ready
Phantom Zone Ventilation Rate (PZVR) (PZVR)
GMI-MIN-011 Pilot-Ready
Safety Margin Consumption Index (SMCI) (SMCI)
GMI-MIN-009 Integration-Required

Workforce Capability Under AI Augmentation (1 KPIs)

Condition Monitoring Analyst Skill Index (CMASI) (CMASI)
GMI-MIN-037 Infrastructure-Dependent

Work Order Intelligence & Reliability Data Quality (1 KPIs)

NLP Classification Accuracy Rate (NCAR) (NCAR)
GMI-MIN-036 Integration-Required

Maturity Distribution

Pilot-Ready
10
Integration-Required
19
Infrastructure-Dependent
8

Frequently Asked Questions

What KPIs should Mining operations track for AI?

The Generative Metrics Discovery Framework has produced 37 proposed KPIs for Mining across 13 categories, including Deferral Damage Escalation Rate (DDER), Predictive Masking Rate (PMR), Schedule Buffer Consumption Index (SBCI). Each specification includes a computable formula, data source mappings, a maturity classification, and a validation pilot design.

Why do existing Mining KPIs miss AI decisions?

Legacy Mining 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.

How mature are the proposed Mining KPIs?

Of the 37 proposed KPIs, the maturity distribution is: 10 Pilot-Ready, 19 Integration-Required, 8 Infrastructure-Dependent. Maturity reflects the data infrastructure required to compute each KPI. All KPIs and thresholds are proposed, pending validation pilots.

Where can I get the full Mining KPI catalog?

The AI-Era Mining 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.

Assess Your Organization

The AI-GPS Assessment evaluates your AI governance maturity and recommends specific KPIs from this vertical for your implementation roadmap.

Take the Free AI-GPS Assessment

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