BCG asked executives whether they are optimistic about AI ROI. Among CEOs, 82 percent said yes. Among non-tech executives outside the C-suite, 48 percent. A 34-point gap inside the same companies, looking at the same projects.

BCG calls this change distance. We would call it something plainer: the people who approve the AI strategy and the people who have to run it are not describing the same reality.

The CEO sees the demo, the board deck, the vendor roadmap. The operations lead sees the exception queue, the customer complaint the agent mishandled, and the question nobody has answered yet: who signs off when this thing gets it wrong?

The same study says nearly three-quarters of CEOs are now their company's key decision maker on AI. That is new, and it cuts both ways. Decisions get made faster. And they get made further from the place where the failure modes live.

The gap does not close with better slides. It closes with structure. The BCG segment that performs best, the roughly 15 percent they call trailblazers, is not defined by bigger budgets. Those companies upskill 75 percent of their employees and put 60 percent of their AI budget into agents, with the operating rules to match. The middle managers there are not more enthusiastic by nature. They have answers to the questions that make everyone else hesitate. What is this system allowed to do. Who reviews it. What happens when it fails. What do we tell the customer, and the regulator.

Those answers have a name. Governance. Written down, assigned to people, checkable.

In the EU there is a second reason to write them down. The AI Act expects deployers to know what their systems do, to keep oversight over them, and to be able to show it. Main obligations switch on 2 December 2027. A manager who can point at a documented answer trusts the system more than one who is asked to trust the vendor.

Confidence is not a communications problem. It is a paperwork problem, in the best sense of the word.

We produce that paperwork for SMEs, mapped to the actual AI Act articles. klariq.eu.