AI-Era KPIs for Solo AI Operations

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

25
Proposed KPIs
7
Categories

Delegation Economics (4 KPIs)

Delegated Cycle Advantage (DCA)
GMI-SOLO-001 Integration-Required
First-Pass Acceptance Differential (FPAD)
GMI-SOLO-004 Integration-Required
Iterations to Acceptance (ITA)
GMI-SOLO-002 Pilot-Ready
Platform Spend Yield (PSY)
GMI-SOLO-003 Integration-Required

Verification and Quality (5 KPIs)

Agent Claim Calibration Error (ACCE)
GMI-SOLO-007 Pilot-Ready
Operator Edit Value (OEV)
GMI-SOLO-009 Research-Forward
Review Depth Coverage (RDC)
GMI-SOLO-005 Infrastructure-Dependent
Review Skill Coverage Ratio (RSCR)
GMI-SOLO-008 Integration-Required
Unreviewed Escape Share (UES)
GMI-SOLO-006 Infrastructure-Dependent

Autonomous Operations (4 KPIs)

Autonomous Failure Detection Lag (AFDL)
GMI-SOLO-013 Integration-Required
Intent Drift Score (IDS)
GMI-SOLO-011 Research-Forward
Scheduled Run Yield (SRY)
GMI-SOLO-010 Pilot-Ready
Source Silence Disambiguation Rate (SSDR)
GMI-SOLO-012 Integration-Required

Knowledge and Context Integrity (3 KPIs)

Context Fidelity Index (CFI)
GMI-SOLO-014 Pilot-Ready
Cross-Store Divergence Rate (CSDR)
GMI-SOLO-015 Integration-Required
Knowledge Base Contamination Rate (KBCR)
GMI-SOLO-016 Pilot-Ready

Skill and Asset Lifecycle (3 KPIs)

Asset Fix Ratio (AFR)
GMI-SOLO-018 Pilot-Ready
Skill Output Stability (SOS)
GMI-SOLO-017 Infrastructure-Dependent
Skill Payback Index (SPI)
GMI-SOLO-019 Integration-Required

Operator Capacity and Capability (3 KPIs)

Initiation-to-Completion Ratio (ICR)
GMI-SOLO-022 Pilot-Ready
Manual Capability Retention (MCR)
GMI-SOLO-021 Research-Forward
Production-to-Review Saturation (PRS)
GMI-SOLO-020 Integration-Required

Platform and Continuity Risk (3 KPIs)

Fleet Coherence Rate (FCR)
GMI-SOLO-024 Integration-Required
Obligation Margin Index (OMI)
GMI-SOLO-025 Pilot-Ready
Platform Concentration Exposure (PCE)
GMI-SOLO-023 Pilot-Ready

Maturity Distribution

Pilot-Ready
9
Integration-Required
10
Infrastructure-Dependent
3
Research-Forward
3

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