Accurate retrieval is not the same as business-correct
A system can find the relevant passage while missing the document version, the applicable region, the client’s permissions or an exception clause. Evaluation must cover real tasks — not just the questions the corpus answers most easily.
Six checks before launch
These six items should become a reusable test set during validation, re-run every time the knowledge is updated.
- Source coverage: are the key documents in, and are gaps visible?
- Version awareness: can the system tell what is currently in force?
- Permissions: users retrieve and generate only what they may see.
- Citations: key conclusions trace back to a specific source location.
- Refusal & escalation: no fabrication when evidence is thin — and it knows who to hand off to.
- Maintenance ownership: every knowledge class has an owner and a review cycle.
Make uncertainty part of the interface, not something to hide
A trustworthy system distinguishes: confident answers, needs-more-material, needs expert review, and must-not-answer. For business users, that boundary is worth more than an always-confident answer box.
Retrieval is accurate — why do staff still distrust the knowledge base?
What should be checked before launching an enterprise knowledge base?
Who is accountable when the knowledge base answers wrong?
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