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.
The Best CRM Is the One Your Sales Team Never Has to Open
The CRM of the future isn’t software salespeople use — it’s infrastructure agents use. Customer truth lives in conversations; agents turn them into memory, next actions and revenue.
Read articleWhy Enterprise AI Projects Stall at the Demo — It’s Usually Not the Model
In practice, production readiness means business ownership, usable inputs, human boundaries, system connections and acceptance metrics — all at once.
Read article