Why it matters
Enforcement applies policy during retrieval and answer generation. Documented policy without enforcement is theater. Customers experience enforcement, not the PDF.
How it works
Policy engines block retrieval, strip sentences, require citations, or return refusals. Failed enforcement events alert operators and feed test additions.
Example
Nintendo enforcement refuses billing answers when no verified Refund Policy chunk retrieves, returning a link to the Nintendo Help Center instead of guessing.
Common mistakes
- 1Enforcement bypassed in staging demos copied to production
- 2Silent failures that fall back to ungrounded generation
- 3Enforcement logs disconnected from on-call rotation
Your AI does not need more access. It needs the right access.
Set policies that control what each AI application can read, cite, and answer from.
See AI access policies