AI Finally Wants Independent Review. Now We Have to Decide What “Independent” Actually Means.
External does not automatically mean independent. As AI evaluation matures, the real test will be whether evaluator independence survives financial pressure, evidence disputes, disclosure fights, and an outcome the client does not want.

