Internal Q&A
Internal Q&A with AI Employees trained on company knowledge
AGTO turns FAQs, manuals, and past answers into approved AI skills for internal Q&A. Teams can reduce repeated questions while keeping people in the review loop.
Summary — What you will learn
Internal Q&A
Turn questions into approved knowledge
Questions, answer candidates, reviewer checks, and approved skills are handled as one improvement loop.
Start from FAQs and work documents
You do not need to connect every document at once. Begin with the FAQs, manuals, policies, and past answers that match one team's repeated questions.
Do not publish raw AI answers
AGTO lets staff review, edit, approve, or reject answer candidates. Only approved knowledge becomes a reusable skill for future work.
Use question logs as improvement signals
Unanswered questions, repeated requests, and outdated documents become visible so teams can update FAQs and procedures continuously.
Internal Q&A
People approve answers, and approved skills are reused for future replies.
Design Detail
Data to collect first for internal Q&A
Instead of connecting the whole company at once, scope to one team's questions and answer criteria. For each document type, decide what AI may see and what people must check.
| Data type | How it is used | What to check |
|---|---|---|
| FAQ / help articles | Generate initial answer candidates | Outdated answers, exceptions, owning team |
| Manuals / policies | Reinforce evidence and procedures | Latest version, access rights, team-specific differences |
| Chat / email answer history | Extract phrasing actually used in practice | Personal data, unofficial answers, individual judgment |
| Unanswered / sent-back logs | Find knowledge that needs improvement | Missing documents, unclear criteria, missing permissions |
Design Detail
Criteria for turning answers into skills
Do not publish AI answers as-is; only those that reach a reusable level become approved skills. Separating criteria up front also helps estimate reviewer load.
| Decision | State | Next action |
|---|---|---|
| Approve | Evidence is clear and exceptions can be explained | Save as a skill and reuse for future answers |
| Approve with edits | Useful but wording or conditions are insufficient | Apply reviewer edits and skill it |
| Hold | Missing evidence or decision owner | Specify documents/team and re-check |
| Reject | Wrong answer, out-of-scope info, too many exceptions | Do not reuse; keep only the failure reason in the improvement log |
Metrics
Metrics for an internal Q&A pilot
Rather than answer counts, look at whether knowledge became reusable in practice. Track duplicate questions, first-response time, approved skills, sent-back reasons, and documents that need updating.
Duplicate questions
Are the same questions recurring less
First-response time
Is the first answer getting faster
Approved skills
Are reusable approved answers growing
Sent-back reasons
Can rejects and edits be categorized
FAQ updates
Are documents that need updating visible
Process
How to roll out internal Q&A
Scope
Pick one work area
Start with HR, IT, sales support, admin, or another team with repeated questions.
Review
Review answer candidates
Staff check AI candidates and record approvals, edits, and rejects.
Reuse
Reuse approved answers
Approved skills support future Q&A and connected routines.
FAQ
Internal Q&A FAQ
Can we start with few FAQs?
Yes. Past chat answers, manuals, emails, and reviewer input can form the first skill set.
What happens when AI is wrong?
Reviewers can edit or reject the answer before it becomes official knowledge. The correction improves future skills.
Which team should start first?
Teams with repeated questions and clear answer criteria, such as HR, IT, admin, or sales support, are good candidates.
How is it different from internal search or RAG?
Search and RAG mostly help you find information. AGTO turns frequently used answers into approved skills after human review, then feeds them back into future questions and routines.
Can we check the source of an answer?
Yes, by design. Answer candidates keep their references, documents that need updating, and reviewer edits, and only approved answers are reused.
Do you measure more than ticket reduction?
Yes. We also track first-response time, reviewer load, FAQ updates, and the categories of questions that could not be answered.
Next Step
Pilot internal Q&A in a small scope
Share the target team, existing FAQs, and available documents. We can design a 2-week pilot scope.