Mashtech Ltd

Enterprise AI Playbook Chapter 5 — Measurement Discipline: Converting AI Activity into Economic Signal

Executive Summary Many AI initiatives demonstrate operational improvement but fail to translate into financial signal. Without structured baselines, attribution logic and ownership, AI value remains ambiguous. Measurement must be engineered before deployment, not retrofitted after success claims. Organisations that embed economic instrumentation convert AI from innovation theatre into capital leverage. Institutional Anchor (2026) A 2026 […]