Guardrails, approval workflows, and human override mechanisms are required for AI recommendations, alongside structured management of change for models, including versioning, testing, and rollback procedures. AI systems must maintain audit trails and decision logs, with periodic revalidation and defined criteria for model sunset or retirement.