Track privately instead. Public AI leaderboards turn adoption into performative theater; managers need useful data, not a shame board that rewards quantity over good work.
Public boards also punish the careful thinkers who use AI sparingly but well. You end up measuring willingness to perform, not actual leverage gained.
