When a rigorous metrics system is implemented, the data reveals exactly what was already known. Not new information. A confirmation in numbers of what everyone sensed but nobody said out loud. That agent who was more or less working. That process that was more or less being followed.
AI does not create the problem. It makes it visible. And visibility is what many directors had been avoiding. Ambiguity is comfortable: without precise data there is always room for favorable interpretation. Data eliminates that ambiguity, not with violence, but with facts.
The transparency AI generates does not simplify leadership. It makes it more precise. And precision is what separates interventions that work from those that produce noise without moving anything.