AI governance on AWS requires clear objectives, security (IAM, KMS), compliance tools (CloudTrail, Security Hub), data lineage, SageMaker model tracking, monitoring, and FinOps to scale AI securely and cost-effectively.

This playbook offers an AWS-aligned framework for startups to identify, prioritize, and manage agentic AI security and compliance risks, leveraging AWS tools and standards like SOC 2, ISO 27001, and GDPR.