AI deployment is outpacing AI measurement, and most executive teams cannot answer the question their boards are starting to ask: is the AI investment actually working? The problem is not a lack of tools or adoption. Most organizations are tracking activity instead of impact. Closing this gap requires a shift from tool-centric metrics to a workflow-level view of how AI is changing capacity, performance, focus, quality and governance