How to Write a Discussion Guide for an AI Moderator (2026 Template)
Qualitati Research Team · 2026-05-19 · 10 min read
Last updated: May 19, 2026
Short answer
An AI moderator discussion guide is not a human script with the human removed. It is a structured object: a research goal, 4–7 sections tied to research questions, an opening prompt per section, 2–4 probe prompts with stop conditions, and explicit instructions for when to move on, when to push back, and when to escalate to a human. Write it that way and an AI moderator will run rigorous interviews at scale.
Why discussion guides need to change for AI moderators
Traditional discussion guides are written for humans who can read the room, improvise, and remember the research goal. AI moderators read instructions literally. They will probe forever if you do not tell them to stop, skip critical topics if you bury them in prose, and ask leading questions if your wording is loose.
A guide built for an AI moderator is closer to a structured config than a Word document. Once you adopt that structure, you get more consistent interviews across hundreds of participants, easier downstream thematic analysis, and a guide you can iterate on like code.
Key takeaways
- Anchor every section to a research question. If a section does not map to a research question, cut it.
- Write opening prompts as questions, not topics. "Tell me about the last time you…" beats "Explore onboarding."
- Give the AI explicit stop conditions: max probes per section, signs of saturation, signs of participant fatigue.
- Add escalation triggers (distress, off-topic loops, safety issues) that hand off to a human or end the interview gracefully.
- Pilot with 5–10 participants before scaling. AI moderators surface bad guide design faster than humans do.
The 7-part AI moderator discussion guide template
Use these seven blocks as the skeleton of every guide. Each block is short on purpose; AI moderators perform better with terse, unambiguous instructions.
1. Research goal (one sentence)
State the single decision this study informs. The AI uses this to judge when a tangent is worth pursuing.
2. Participant context
Tell the moderator who it is talking to and what is already known: role, recent behavior, segment, language.
3. Sections mapped to research questions
Pick 4–7 sections. Each has: a research question (internal), an opening prompt (spoken), 2–4 probe prompts (conditional), and a transition line.
4. Probe library with stop conditions
For each section, list probes the moderator may use and the conditions under which it should stop probing and move on.
5. Behavior rules
Define what the moderator should never do: lead, suggest answers, evaluate, give product advice, reveal hypotheses.
6. Escalation and exit rules
Specify when to end early, how to thank the participant, and how to confirm consent for follow-up.
7. Closing block
One open question, one demographic confirmation if needed, and a clear sign-off.
AI Interview Readiness Scorecard
Score your guide on these eight dimensions, 0–2 each. A guide below 12/16 is not ready: goal clarity, research-question mapping, prompt phrasing, probe discipline, neutrality, escalation rules, length realism, pilot plan.
Where Qualitati fits
Qualitati is an AI user research platform designed around exactly this kind of structured guide. Start free with 30 credits — no credit card required.
FAQ
How long should an AI moderator discussion guide be?
Typically 4–7 sections, 1–2 pages of plain text when exported.
How many probes per section is too many?
Two to four. Beyond that, completion rates drop and participants repeat themselves.
Do I still need to pilot if the AI is consistent?
Yes. AI consistency means a bad guide produces bad data consistently.
Conclusion
Treat the discussion guide as a structured object and you get interviews that are both rigorous and scalable. Try the template in Qualitati with your next study.