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 guide offers AI startups on AWS a practical approach to SOC 2 and ISO 27001 readiness by focusing on scoped controls, AWS shared responsibility, security baseline, evidence automation, and AI-specific governance without slowing product delivery.