AI-Era KPIs for Fleet & Transportation

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AI Dispatch Decision Quality (3 KPIs)

Dispatch Wear Concentration Index (DWCI) (DWCI)

GMI-TF-016 Pilot-Ready

Driver-Load Proficiency Match Score (DLPMS) (DLPMS)

GMI-TF-017 Integration-Required

Relay Outcome Differential (ROD) (ROD)

GMI-TF-018 Integration-Required

Compliance and Risk Calibration (3 KPIs)

DQ File Classification Accuracy (DQCA) (DQCA)

GMI-TF-030 Pilot-Ready

ETA Promise Calibration Gap (EPCG) (EPCG)

GMI-TF-031 Pilot-Ready

Risk Score Currency Index (RSCI) (RSCI)

GMI-TF-029 Integration-Required

Condition Assessment Discordance (1 KPIs)

Telematics-Log Concordance Index (TLCI) (TLCI)

GMI-TF-010 Integration-Required

Cost Model Distortion (1 KPIs)

Motor Pool Maintenance Funding Ratio (MPMFR) (MPMFR)

GMI-TF-015 Integration-Required

Data Pathway Integrity (1 KPIs)

Repeat Repair Detection Suppression Index (RRDSI) (RRDSI)

GMI-TF-014 Integration-Required

Dispatch-Maintenance Conflict Resolution (2 KPIs)

Consist Minimum Inspection Margin (CMIM) (CMIM)

GMI-TF-012 Pilot-Ready

Dispatch-Maintenance Conflict Override Rate (DMCOR) (DMCOR)

GMI-TF-009 Pilot-Ready

Driver Safety Scoring Integrity (2 KPIs)

Coaching-Attrition Correlation Index (CACI) (CACI)

GMI-TF-022 Integration-Required

Defensive Braking False Positive Rate (DBFPR) (DBFPR)

GMI-TF-021 Integration-Required

Fleet Economics and Lifecycle Integrity (4 KPIs)

Demand Forecast Accuracy at Decision Horizon (DFADH) (DFADH)

GMI-TF-028 Pilot-Ready

EV Assignment Reality Gap (EVARG) (EVARG)

GMI-TF-026 Integration-Required

Fuel Deviation Value Index (FDVI) (FDVI)

GMI-TF-025 Pilot-Ready

Regulatory Burden-Adjusted Replacement Score (RBARS) (RBARS)

GMI-TF-027 Integration-Required

Fleet-Wide Action Uniformity (1 KPIs)

Campaign Regulatory Completion Uniformity (CRCU) (CRCU)

GMI-TF-011 Pilot-Ready

HOS and Rest Quality Compliance (2 KPIs)

HOS Margin Consumption Rate (HMCR) (HMCR)

GMI-TF-023 Pilot-Ready

Rest Strategy Safety Differential (RSSD) (RSSD)

GMI-TF-024 Infrastructure-Dependent

Route and Schedule Cascade Effects (2 KPIs)

Driver Route Independence Score (DRIS) (DRIS)

GMI-TF-020 Infrastructure-Dependent

Re-Route Cascade Delay Index (RCDI) (RCDI)

GMI-TF-019 Integration-Required

Workflow-Induced Repair Delay (1 KPIs)

Warranty-Induced Safety Repair Delay (WISRD) (WISRD)

GMI-TF-013 Pilot-Ready

Maturity Distribution

Pilot-Ready

Integration-Required

Infrastructure-Dependent

Frequently Asked Questions

What KPIs should Fleet & Transportation operations track for AI?

The Generative Metrics Discovery Framework has produced 23 proposed KPIs for Fleet & Transportation across 12 categories, including Dispatch Wear Concentration Index (DWCI), Driver-Load Proficiency Match Score (DLPMS), Relay Outcome Differential (ROD). Each specification includes a computable formula, data source mappings, a maturity classification, and a validation pilot design.

Why do existing Fleet & Transportation KPIs miss AI decisions?

Legacy Fleet & Transportation 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 Fleet & Transportation KPIs?

Of the 23 proposed KPIs, the maturity distribution is: 10 Pilot-Ready, 11 Integration-Required, 2 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 Fleet & Transportation KPI catalog?

The AI-Era Fleet & Transportation 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.