Use cases / Use case · Knowledge & onboarding
AI assistants for internal knowledge
In many organisations the answer exists in a wiki, an old thread, or the experience of a colleague who is unavailable. A knowledge assistant can shorten the search while citing the source that supports its answer.
01Sound familiar?
- New staff taking months to stop asking where things are
- Senior staff as human search engines for the same questions
- Three versions of the SOP, none marked current
- Answers that leave with the person who knew them
02What an assistant does here
01 Answers with citations
Direct answers that name the document, section, and update date — so trust is checkable and stale sources get caught instead of repeated.
02 Respects who may see what
Sources connect read-only and follow the permission model agreed in scope: a general HR policy and a restricted salary document should not be treated alike.
03 Routes the undocumented
Questions without documented answers go to the domain owner — and their answer can become documentation, so the gap closes instead of recurring.
04 Surfaces contradictions and gaps
When two documents disagree, the response should show the conflict. Recurring unanswered questions become a practical list of documentation gaps.
02AA concrete view
Cited answer
Incoming brief
“Which leave policy applies during probation?”
The source travels with the answer
- Cited
Current policy found
HR handbook · section 4.2
- Flagged
Older copy conflicts
Archive version marked superseded
- Human
Policy interpretation
Owner resolves the exception
03Limits and conditions
- An unmaintained source set produces fast but stale answers. Curate the documents and name their owners before connecting them.
- Employee questions are sensitive — analytics should aggregate patterns, never surveil individuals.
- Budget for ownership: each knowledge domain needs someone responsible for freshness, conflicts and removal.
04Packages for this job
Internal Knowledge Assistant
Makes approved SOPs and policies easier to use, with citations and access boundaries preserved.
S$7,500–S$18,000 setup · S$750–S$1,800/month care · indicative
Recruitment Assistant
Screening, scheduling, and candidate communication handled consistently — humans make every hiring decision.
S$6,000–S$15,000 setup · S$650–S$1,500/month care · indicative
05Go deeper