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…



