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Board-Ready AI Metrics: Five Numbers That Survive Audit

Five board metrics that survive audit—production workflows, $/decision, eval-to-incident correlation, tier-2 incidents, and shadow-tool exposure—with definitions finance and risk…

Souriya Khaosanga's avatar
Souriya Khaosanga
Jan 01, 2026
∙ Paid
Board-Ready AI Metrics: Five Numbers That Survive Audit

Executive Summary

Boards do not need model parameter counts or leaderboard scores. They need five numbers that tie artificial intelligence programs to risk, spend, and outcomes—each with a written definition, a named owner, and a source system finance can reconcile. This framework replaces slide-deck vanity metrics with audit-friendly definitions operato…

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