What employees are really objecting to

We recently sat in on a workshop at a mid-sized fiduciary office, and we saw something we keep seeing. The managing director opened with a few slides. AI changes everything, the profession is about to change, time to get on board. He meant well. But we could feel the room close up anyway.

One of the clerks, twenty years at the firm, crossed her arms. Not because she was stubborn. It was more the way you react when someone tells you how you should feel.

None of that was about the software.

The resistance is almost never about the technology. Nobody in that room was afraid of a language model. What sets people off is the attitude behind the announcement: this is coming whether you like it or not, so adapt. If you open that way, everyone in the room becomes a spectator of a decision that was already made without them. People do not like being handed a finished result they had no say in.

The booed AI commencement speeches in the US a while ago look the same to us now. Back then we assumed it was fear of the technology. Today we see it differently. The graduates were not rejecting the model. They were rejecting being talked at.

So with clients we do it the other way around. We do not talk about the future. We talk about Tuesday morning. Where does time get lost right now, what is annoying, which step in the day feels like waste. At the fiduciary office it was the constant retyping of receipts. The moment that same clerk saw an hour a day come off her plate, the question of whether to use AI was basically already answered. She wanted the tool. Nobody had to convince her.

That is most of it, and it barely counts as a method. You stop selling. You show one concrete thing and let people decide for themselves whether it helps.

Skip that step and you will misread your own adoption numbers. When a rollout stalls, the instinct is to add training, add persuasion. Often the persuasion was the problem in the first place.