AI-Era KPIs for Supply Chain Planning

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

30
Proposed KPIs
7
Categories

Forecast Truthfulness and Calibration (6 KPIs)

Accuracy-Outcome Correlation Decay (AOCD)
GMI-SCP-004 Integration-Required
Consequence-Weighted Forecast Accuracy Gap (CWFAG)
GMI-SCP-002 Pilot-Ready
Disruption Window Accuracy Differential (DWAD)
GMI-SCP-005 Pilot-Ready
Planned Quantile Calibration Error (PQCE)
GMI-SCP-001 Pilot-Ready
Reconciliation Error Displacement Ratio (REDR)
GMI-SCP-003 Pilot-Ready
Segment Accuracy Service Divergence (SASD)
GMI-SCP-006 Pilot-Ready

Signal Integrity and Endogenous Contamination (4 KPIs)

Analog Set Survivorship Narrowing (ASSN)
GMI-SCP-010 Integration-Required
Censored Demand Training Share (CDTS)
GMI-SCP-007 Infrastructure-Dependent
Demand Anomaly Source Attribution (DASA)
GMI-SCP-009 Integration-Required
Forecast Consumption Netting Integrity (FCNI)
GMI-SCP-008 Integration-Required

Human Judgment in the Consensus Process (5 KPIs)

Consensus Judgment Independence Index (CJII)
GMI-SCP-012 Infrastructure-Dependent
Demand Plan Override Value Index (OVI-SCP)
GMI-SCP-013 Pilot-Ready
Forecast Change Attribution Integrity (FCAI)
GMI-SCP-011 Integration-Required
Forecast Submission Gaming Index (FSGI)
GMI-SCP-014 Research-Forward
Novel Regime Planning Capability Index (NRPCI)
GMI-SCP-015 Research-Forward

Attention, Action, and Absorption (3 KPIs)

Consequence-Weighted Exception Coverage (CWEC)
GMI-SCP-017 Pilot-Ready
Exception Absorption Saturation Ratio (EASR)
GMI-SCP-018 Pilot-Ready
Recommendation Non-Action Cost (RNAC)
GMI-SCP-016 Pilot-Ready

Plan Stability and Upstream Propagation (4 KPIs)

Cross-Model Plan Whipsaw Index (CMPWI)
GMI-SCP-021 Integration-Required
Forecast Churn Cost Ratio (FCCR)
GMI-SCP-019 Pilot-Ready
Regime Break Recognition Lag (RBRL)
GMI-SCP-022 Infrastructure-Dependent
Upstream Variance Amplification Ratio (UVAR)
GMI-SCP-020 Integration-Required

Structural Commitment Risk (4 KPIs)

Allocation Service Loss Concentration (ASLC)
GMI-SCP-023 Integration-Required
Deferred Cost Realization Lag (DCRL)
GMI-SCP-024 Infrastructure-Dependent
Network Concentration Halt Exposure (NCHE)
GMI-SCP-025 Integration-Required
Scenario Commitment Fidelity (SCF)
GMI-SCP-026 Research-Forward

Governance, Compliance, and Population Completeness (4 KPIs)

Agent Plan Change Governance Coverage (APGC)
GMI-SCP-027 Infrastructure-Dependent
Planning Population Enumeration Gap (PPEG)
GMI-SCP-028 Integration-Required
Reserve Method Conformance Rate (RMCR)
GMI-SCP-029 Integration-Required
Sourcing Compliance Verification Rate (SCVR)
GMI-SCP-030 Integration-Required

Maturity Distribution

Pilot-Ready
10
Integration-Required
12
Infrastructure-Dependent
5
Research-Forward
3

Frequently Asked Questions

What KPIs should Supply Chain Planning operations track for AI?

The Generative Metrics Discovery Framework has produced 30 proposed KPIs for Supply Chain Planning across 7 categories, including Accuracy-Outcome Correlation Decay, Consequence-Weighted Forecast Accuracy Gap, Disruption Window Accuracy Differential. Each specification includes a computable formula, data source mappings, a maturity classification, and a validation pilot design.

Why do existing Supply Chain Planning KPIs miss AI decisions?

Legacy Supply Chain Planning 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 Supply Chain Planning KPIs?

Of the 30 proposed KPIs, the maturity distribution is: 10 Pilot-Ready, 12 Integration-Required, 5 Infrastructure-Dependent, 3 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 Supply Chain Planning KPI catalog?

The AI-Era Supply Chain Planning 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.

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

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