What is HIPAA AI risk analysis scope?

In practice, scope should include the AI model, the hosting environment, connected applications, prompts and outputs, interfaces with electronic health record systems, third-party vendors, logging, storage, and downstream users that can access ePHI. The analysis should cover confidentiality, integrity, and availability risks, including model misuse, prompt leakage, unsafe integrations, training on sensitive data, and vendor control gaps. The goal is to understand where ePHI enters, how it moves, who can access it, and what safeguards are needed.

For compliance teams, defining scope correctly is the first step in producing a defensible HIPAA security risk analysis and choosing appropriate administrative, physical, and technical controls. This concept is especially relevant to healthcare AI governance, and it aligns with HIPAA Security Rule expectations as well as broader security frameworks such as ISO 27001 and AI risk management programs used in regulated health environments.