Generative AI is persuasive by design. That makes the quality of its underlying context especially important: a confident answer built on incomplete or stale information can be more damaging than no answer at all.
A practical starting point
A trusted knowledge layer connects approved content to AI experiences with clear ownership, access controls, metadata, and source attribution. It gives teams a disciplined way to decide what can be retrieved, who can retrieve it, and how an answer can be verified.
The most effective programmes start with a focused knowledge domain where both value and accountability are clear. Once retrieval quality, permissions, and evaluation are working together, the organisation has a repeatable pattern for wider adoption.