Internal knowledge — between training material and search
The trade is a real one, and the freshness problem is manageable.
AI Tools Hub Editorial · published · updated
Stop producing decks
Training material goes unread because the person who needs it cannot find the relevant two paragraphs in fifty pages. Answering questions delivers exactly the needed amount at the needed moment, and grounding it in existing documents removes the need to author anything separate.
Formats
| Format | Suits | Effort |
|---|---|---|
| Question answering | Procedures, policies, specifications | Document clean-up |
| Structured course | Material that must be learned in order | Heavy design |
| Video plus summary | Showing how to operate something | Filming |
| Generated FAQ | Repeated questions | Requires collected questions |
Freshness is the whole risk
A stale document is visibly stale; a stale answer is not. Limit the corpus and give every document in it a named owner. A company-wide corpus cannot be maintained.
The question log is the prize
Frequently asked questions mark under-documented areas; unanswerable ones mark missing documents. Review monthly and write what is missing — that loop is what expands coverage over time.
Where courses still belong
Onboarding, certification and compliance training need coverage and sequence, which question answering cannot provide. AI still reduces the cost of producing the material and the exercises.
FAQ
Does our LMS become unnecessary?
No — completion records still require it. What moves is day-to-day question answering.