Retrieval-augmented generation can ground a model in company information, but it does not automatically make that information reliable, current or appropriate for every user.
Knowledge has an operating model
Documents have owners, review cycles, audiences and competing versions. A useful AI layer must preserve these relationships rather than flattening everything into one vector index.
The system needs clear rules for source priority, expiration and permission inheritance.
Evaluate answers in context
Generic similarity metrics do not tell you whether an answer helps a finance team, support agent or executive make the right decision.
Build evaluation sets around real roles and tasks. Measure groundedness, completeness, policy compliance and the quality of any downstream action.
Connect knowledge to work
The highest-value systems do more than answer questions. They prepare briefs, draft controlled updates, route exceptions or complete well-bounded workflows.
Every action needs permission checks, auditability and a clear human-approval boundary.
REDENTU PRINCIPLEThe strongest technical solution is the one that makes the next product decision clearer.