AI-Era KPIs for Water Treatment

Autonomous Process Governance (4 KPIs)

Process Envelope Utilization Index (PEUI)

GMI-WT-001 Pilot-Ready

Override Value Index (OVI)

GMI-WT-002 Integration-Required

Autonomous System Coherence Score (ASCS)

GMI-WT-003 Integration-Required

Regulatory Margin Index (RMI)

GMI-WT-004 Pilot-Ready

AI Decision Quality (4 KPIs)

Model Calibration Accuracy (MCA)

GMI-WT-005 Integration-Required

Model Accuracy Trend (MAT)

GMI-WT-006 Integration-Required

Digital Twin Fidelity Index (DTFI)

GMI-WT-007 Pilot-Ready

Inspection Classification Equity Index (ICEI)

GMI-WT-008 Integration-Required

Prediction-to-Action Conversion (4 KPIs)

Prediction Value Ratio (PVR)

GMI-WT-009 Integration-Required

Alert Signal-to-Noise Ratio (ASNR)

GMI-WT-010 Integration-Required

Anomaly Resolution Throughput (ART)

GMI-WT-011 Integration-Required

Insight Conversion Rate (ICR)

GMI-WT-012 Infrastructure-Dependent

Cross-Horizon Value Alignment (2 KPIs)

Capital Allocation Fidelity Index (CAFI)

GMI-WT-013 Infrastructure-Dependent

Temporal Optimization Alignment Score (TOAS)

GMI-WT-014 Research-Forward

Process Control Resilience (4 KPIs)

Compliance Margin Erosion Index (CMEI)

GMI-WT-015 Pilot-Ready

Closed-Loop Downstream Impact Score (CLDIS)

GMI-WT-016 Integration-Required

Biological Treatment Resilience Buffer (BTRB)

GMI-WT-017 Integration-Required

Filter Run Extension Risk Index (FRERI)

GMI-WT-018 Pilot-Ready

WQ Prediction Reliability (3 KPIs)

Water Quality Prediction Confidence Alignment (WQPC)

GMI-WT-019 Integration-Required

DBP Precursor Model Currency Index (DPMCI)

GMI-WT-020 Infrastructure-Dependent

Prediction-Measurement Substitution Gap (PMSG)

GMI-WT-021 Pilot-Ready

Distribution Intelligence (6 KPIs)

Leak Detection Coverage Confidence (LDCC)

GMI-WT-022 Integration-Required

Pipe Condition Grade Validation Rate (PCGVR)

GMI-WT-023 Infrastructure-Dependent

Customer Leak Alert Positive Predictive Value (CLAPV)

GMI-WT-024 Pilot-Ready

Demand Forecast Hydraulic Impact Score (DFHIS)

GMI-WT-025 Integration-Required

Twin Calibration Divergence Rate (TCDR)

GMI-WT-026 Integration-Required

Twin Scenario Coverage Ratio (TSCR)

GMI-WT-027 Infrastructure-Dependent

Regulatory Compliance AI (3 KPIs)

DMR Data Plausibility Score (DMRPS)

GMI-WT-028 Pilot-Ready

Regulatory Event Classification Accuracy (RECA)

GMI-WT-029 Integration-Required

Permit Condition Inventory Completeness (PCIC)

GMI-WT-030 Pilot-Ready

OT Cybersecurity (3 KPIs)

SCADA Anomaly Attribution Accuracy (SAAA)

GMI-WT-031 Infrastructure-Dependent

Baseline Integrity Confidence (BIC)

GMI-WT-032 Research-Forward

Cyber-Security Analyst Response Fatigue Index (CSARF)

GMI-WT-033 Integration-Required

Cross-System Optimization (3 KPIs)

Energy Optimization Headroom Sacrifice (EOHS)

GMI-WT-034 Pilot-Ready

Demand Response Treatment Impact (DRTI)

GMI-WT-035 Integration-Required

Pump Schedule Water Age Impact (PSWAI)

GMI-WT-036 Integration-Required

Inspection/Classification Fidelity (6 KPIs)

CCTV Defect Coding Agreement Rate (CDCAR)

GMI-WT-037 Pilot-Ready

Visual Assessment Scope Disclosure Score (VASDS)

GMI-WT-038 Pilot-Ready

Complaint Classification Accuracy (CCA)

GMI-WT-039 Pilot-Ready

Complaint Pattern Aggregation Quality (CPAQ)

GMI-WT-040 Integration-Required

Digester Stability Margin Index (DSMI)

GMI-WT-041 Integration-Required

Emerging Contaminant Liability Accumulation Rate (ECLAR)

GMI-WT-042 Research-Forward