AI-Era KPIs for Retail Operations

Demand Intelligence and Inventory Risk (4 KPIs)

Forecast Bias Segmentation Index (FBSI)

GMI-RET-001 Pilot-Ready

Autonomous Reorder Variance Index (ARVI)

GMI-RET-002 Pilot-Ready

Safety Stock Tail-Risk Exposure Score (STRES)

GMI-RET-003 Integration-Required

Supplier Lead Time Trust Index (SLTTI)

GMI-RET-004 Pilot-Ready

Algorithmic Pricing Integrity (4 KPIs)

Competitive Spiral Detection Index (CSDI)

GMI-RET-005 Integration-Required

Price Fairness Perception Gap (PFPG)

GMI-RET-006 Infrastructure-Dependent

Cross-Item Cannibalization Index (CICI)

GMI-RET-007 Integration-Required

Pricing Override Value Score (POVS)

GMI-RET-008 Pilot-Ready

Recommendation and Personalization Quality (3 KPIs)

Assortment Diversity Erosion Index (ADEI)

GMI-RET-009 Integration-Required

Recommendation Return Differential (RRD)

GMI-RET-010 Pilot-Ready

Need-Match Accuracy Rate (NMAR)

GMI-RET-011 Infrastructure-Dependent

In-Store AI Operational Effectiveness (3 KPIs)

Loss Prevention Intervention Equity Index (LPIEI)

GMI-RET-012 Infrastructure-Dependent

Shelf-Gap Economic Priority Score (SGEPS)

GMI-RET-013 Pilot-Ready

Shoplifting Detection Confidence Calibration Index (SDCCI)

GMI-RET-014 Integration-Required

Customer Experience and AI Service Quality (4 KPIs)

True Resolution Rate - Retail (TRR-R)

GMI-RET-015 Pilot-Ready

Sentiment Calibration Drift Index (SCDI)

GMI-RET-016 Integration-Required

Complaint Category Leakage Rate (CCLR)

GMI-RET-017 Integration-Required

Safety Complaint Classification Accuracy (SCCA)

GMI-RET-018 Integration-Required

Workforce and Marketing AI Economics (5 KPIs)

AI Schedule Quality Score (ASQS)

GMI-RET-019 Integration-Required

Task Queue Achievability Index (TQAI)

GMI-RET-020 Pilot-Ready

Promotional Dependency Erosion Rate (PDER)

GMI-RET-021 Integration-Required

Channel Incrementality Index (CII)

GMI-RET-022 Infrastructure-Dependent

Multi-AI Coherence Score (MACS)

GMI-RET-023 Integration-Required