Security Review Is Not a Checklist: An Evidence Driven Assessment Model for Enterprise AI

TL;DR Enterprise security, privacy, governance, and compliance assessments should produce a defensible risk decision, not a collection of questionnaires and green checkmarks. The reviewer needs to establish the real system boundary, follow data and authority through that boundary, model credible threats, connect obligations to controls, and require evidence that those controls are actually impleme