What is the difference between AI and governed AI?

Ungoverned AI is a chat box pointed at a model and possibly some documents. Governed AI is the same capability wrapped in identity, audience scope, retrieval discipline, prompt versioning, model routing, audit logging, sensitivity classification, and cost metering. Both produce answers; only the second produces evidence. The pl