Public leaderboards just create a toxic culture where employees spam AI tools to look productive. Ban them completely and judge workers on actual results, not useless metrics.
Banning leaderboards throws out useful signal. Track AI use privately so managers can spot adoption gaps without turning it into a performative contest.
