The tools kept changing — first Excel, then dashboards, now AI. The pain stayed the same: deciding with data never got easy. Almost every company already uses AI. Almost none see a real impact on their results. In this article I explain why that gap doesn't close with more AI, but with a piece of work almost nobody does — building the machine a dictionary and a map of your business. Without that, AI doesn't manage. It guesses. And it guesses with a confidence that's frighteni

AI makes your people faster. But company productivity doesn't move. Every individual responds better, summarizes better, analyzes better — and yet the business outcome stays exactly the same. Here I break down why this happens, where the value gets lost, and what has to change for AI to stop being an individual improvement and start becoming an organizational capability. 88% of companies already use artificial intelligence. Studies show that at the individual level we're achi