From Promise to Impact: How Companies Can Measure—and Realize—the Full Value of AI

McKinsey's five-layer AI measurement framework ties technical performance, user adoption, operational KPIs, strategic outcomes, and financial impact into a single governance-embedded performance management system for boards and C-suites. The report argues that a measurement framework is only as effective as the governance routines that bring it to life, replacing ad hoc reporting with standard forums and consistent evidence. For SEA mid-market CEOs, this is a blueprint for translating AI pilots into board-trackable operating rhythm and closing the gap between AI investment and demonstrable value.