Enterprise AI governance and agent performance · provable end to end

CFO method. Measure enterprise AI from cost → agent action → business outcome → attributable financial value, while Finance uses governed agents to improve its own operations. Every material action, attribution record, policy version, review, and outcome can be committed to the same append-only evidence ledger — and the growing outcome history continuously recalibrates agent policy confidence.