How do you build AI capability in a team?

You build AI capability in a team by turning AI use into a daily habit tied to real work, measuring the before and after on actual tasks, and keeping a shared record that managers can see. One workshop does not do it. A daily loop with evidence does.

Start with the work people already dread, not with abstract lessons. When AI clears a real task, the value is obvious and the habit forms on its own.

Then make the gain visible. A before and after on a real task, verified by a teammate, is worth more than any completion certificate. Collect those, and a manager can finally see capability instead of guessing at it.

ARK is built around this loop, so a team gets the daily habit, the proof and the shared record in one system.