Generative Metrics Institute

AI-Era KPIs for Facilities Management

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

27
Proposed KPIs
9
Categories
← All Verticals

Building Automation Trust and Comfort Economics (2 KPIs)

BMS Override Erosion Rate (BOER) (BOER)
GMI-FAC-005 Pilot-Ready
Comfort-Energy Trade-off Index (CETI) (CETI)
GMI-FAC-006 Integration-Required

Digital Twin & Capital Planning (2 KPIs)

Capital Impact Ranking Delta (CIRD)
GMI-FAC-009 Infrastructure-Dependent
Condition Forecast Calibration Error (CFCE)
GMI-FAC-008 Integration-Required

FM Regulatory Compliance Intelligence (3 KPIs)

ADA Compliance Continuity Rate (ACCR)
GMI-FAC-035 Infrastructure-Dependent
Corrective Action Priority Alignment Index (CAPAI)
GMI-FAC-034 Integration-Required
Finding Classification Accuracy Rate (FCAR)
GMI-FAC-033 Integration-Required

Indoor Environment Intelligence Fidelity (3 KPIs)

Certification Outcome Correlation (COC)
GMI-FAC-015 Infrastructure-Dependent
IEQ Sensor Integrity Score (ISIS)
GMI-FAC-016 Pilot-Ready
Intervention Timeliness Index (ITI)
GMI-FAC-014 Pilot-Ready

Predictive FM Maintenance Economics (2 KPIs)

Degradation Comfort Tax (DCT) (DCT)
GMI-FAC-002 Integration-Required
Facilities Alert Economic Yield (FAEY) (FAEY)
GMI-FAC-001 Pilot-Ready

Security Decision Quality & Fairness (3 KPIs)

Access Anomaly Calibration Index (AACI)
GMI-FAC-021 Integration-Required
Credential Deactivation Lag (CDL)
GMI-FAC-022 Pilot-Ready
Visitor Risk Scoring Equity Index (VRSEI)
GMI-FAC-023 Infrastructure-Dependent

Service Delivery Coverage & Calibration (4 KPIs)

Cleaning Coverage Accuracy Rate (CCAR)
GMI-FAC-017 Pilot-Ready
Cleaning Intensity Calibration Score (CICS)
GMI-FAC-018 Integration-Required
Consumable Forecast Accuracy (CFA)
GMI-FAC-019 Pilot-Ready
Food Production Forecast Accuracy (FPFA)
GMI-FAC-020 Pilot-Ready

Sustainability Forecast & Attribution Accuracy (4 KPIs)

Carbon Attribution Accuracy Index (CAAI)
GMI-FAC-010 Integration-Required
Penalty Forecast Calibration Index (PFCI)
GMI-FAC-011 Integration-Required
Retrofit Optimization Horizon Alignment (ROHA)
GMI-FAC-012 Infrastructure-Dependent
Scope 3 Estimation Bias Index (S3BI)
GMI-FAC-013 Research-Forward

Vendor & Contractor Intelligence Accuracy (4 KPIs)

Contractor Certification Verification Rate (CCVR)
GMI-FAC-027 Pilot-Ready
Invoice Anomaly Seasonal Calibration Rate (IASCR)
GMI-FAC-025 Pilot-Ready
Vendor Relationship Total Cost Index (VRTCI)
GMI-FAC-026 Integration-Required
Vendor Score Temporal Calibration (VSTC)
GMI-FAC-024 Integration-Required

Maturity Distribution

Pilot-Ready
10
Integration-Required
11
Infrastructure-Dependent
5
Research-Forward
1

Frequently Asked Questions

What KPIs should Facilities Management operations track for AI?

The Generative Metrics Discovery Framework has produced 27 proposed KPIs for Facilities Management across 9 categories, including BMS Override Erosion Rate (BOER), Comfort-Energy Trade-off Index (CETI), Capital Impact Ranking Delta. Each specification includes a computable formula, data source mappings, a maturity classification, and a validation pilot design.

Why do existing Facilities Management KPIs miss AI decisions?

Legacy Facilities Management 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 Facilities Management KPIs?

Of the 27 proposed KPIs, the maturity distribution is: 10 Pilot-Ready, 11 Integration-Required, 5 Infrastructure-Dependent, 1 Research-Forward. 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 Facilities Management KPI catalog?

The AI-Era Facilities Management 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.