Deliver a productized pre-launch review covering data lineage, purpose limitation, retention, adversarial misuse scenarios, identity controls, monitoring, and incident response. The engagement produces a system-specific threat model, prioritized control plan, test results, risk register, and auditable launch evidence. Begin as an expert-led service and gradually standardize reusable assessment templates and testing components.

Leading AI companies are staffing specialized privacy, safety, and abuse functions, indicating that conventional security reviews do not cover emerging model risks. Smaller vendors face similar enterprise scrutiny but cannot justify building complete internal teams.