Explainable AI in surveillance: Model governance, testing, and the new “prove it works” standard

Regulators have changed the question. It’s no longer enough to have a surveillance system. Firms are now expected to prove it works: that their models are explainable, tested, calibrated, and governed across their lifecycle.