AI management system certification programs run more smoothly when governance teams can produce Stage 2 evidence from production. The 38 Annex A controls connect that evidence to requirements such as data provenance and human oversight, much as firewall rules provide evidence in a security standard. A Stage 2 review can sample event logs and records …