A governance framework for nonprofit agentic AI on AWS

This article presents a governance framework for nonprofit organizations implementing agentic AI on AWS, addressing accountability and trust challenges through four key pillars.

• Boundaries: Define agent permissions using natural language policies converted to Cedar language
• Identity: Use OAuth-based authorization with enterprise identity providers or Amazon Cognito
• Visibility: Trace agent actions through Amazon Bedrock AgentCore Observability for complete audit trails
• Evaluation: Monitor agent performance with automated LLM-based evaluators and CloudWatch alerts
• Start with low-risk internal workflows before expanding to higher-stakes applications
• Framework directly maps governance concerns to Amazon Bedrock AgentCore technology capabilities

The framework enables nonprofits to answer critical questions: What can agents do? Who authorizes them? What did they do? How do we handle errors? This builds organizational confidence in production agentic AI deployment.