If you want to use AI to moderate a panel that people actually remember, the secret isn’t the technology — it’s the preparation the technology enables. Most conference panels are forgettable. Five people on stage, a moderator who asks each person the same question in order, answers that run three minutes long, and an audience checking their phones by minute twelve. You’ve sat through this. I’ve sat through this. And if you’ve ever been asked to moderate one, you’ve probably felt the pressure of knowing it could go either way.
Here’s the thing: the difference between a forgettable panel and one people talk about at dinner isn’t talent. It’s preparation. Specifically, it’s the kind of preparation that most moderators skip — researching each panelist’s public positions, finding the fault lines where they disagree, writing directed questions that force a choice instead of a lecture, and building a run-of-show tight enough that no one rambles past 60 seconds.
That prep takes hours. Or it takes about ten minutes if you use AI the right way.
What Claude Skills Are and Why They Help You AI Moderate a Panel
Before I get into the panel stuff, a quick explainer on the tool that makes this work.
Claude has a feature called Skills — reusable prompt templates that you can save, share, and run inside Claude. Think of a skill as a recipe. Instead of typing out detailed instructions every time you want Claude to do something specific, you write the instructions once as a skill, and then you (or anyone you share it with) can run it with a single command.
A skill has a few key parts:
- A name and description — so Claude knows when and how to use it
- Structured steps — the specific process Claude should follow, in order
- Rules and constraints — guardrails that shape the output quality (e.g., “each answer should be 30-60 seconds,” “never do round-robin questions”)
- Output format — what the final deliverable looks like (a document, a table, a checklist)
The power is that skills encode expertise. You bake in the best practices once, and every future run benefits from them — no re-explaining, no forgetting the important parts. And because skills are shareable, you can hand your process to someone else without a 45-minute walkthrough. If you’re interested in how I use AI for other productivity workflows, I wrote about building an AI productivity coach and what I learned about agents.
How to AI Moderate a Panel: The Principles That Matter
Here’s where it gets practical. I built a Claude skill called panel-prep that produces a confidential panelist guide — a real document you can send to your panelists before the event and use as your run-of-show on stage.
The skill encodes a set of moderating principles drawn from people who do this well. These aren’t generic tips — they’re structural rules that change how the panel plays out:
Direct questions to specific panelists. Instead of “let’s hear from everyone on this,” each question goes to one person by name. This eliminates the round-robin death spiral and lets you control pacing.
Engineer the conflict. The skill researches each panelist’s public positions — articles, interviews, talks — and finds where they genuinely disagree. Then it builds questions on those fault lines. The audience doesn’t want five people agreeing; they want to watch two smart people respectfully push back on each other in real time.
Force a choice or a story, not a lecture. Questions like “would you rather…” or “walk us through a specific deal where…” produce 45-second answers. Questions like “what are the biggest challenges in…” produce three-minute monologues. The skill only writes the first kind.
Target 30-60 second answers. At three minutes per answer, a 40-minute panel covers three questions. At 30-60 seconds, you cover ten or more. The skill does the math and structures the flow accordingly.
The moderator gets the last word. Not the last panelist. The skill builds in a 30-second moderator synthesis at the end so you close with a clear takeaway instead of trailing off.
What It Actually Produces
When you run the skill, you give it the basics — event name, panelist names and titles, topic, audience — and it produces two documents:
A Panelist Guide that includes a panel overview with the thesis, a table showing each panelist their role and story territory, a story formula (setup, discovery, impact, lesson — each under 20 seconds), a timestamped panel flow, and every question written out with the specific panelist it’s directed to, the moderator’s rationale, and a story prompt with a concrete scenario. It also includes an opening round, closing lightning round, and bonus questions for Q&A pivots.
A Moderator Briefing with researched stats, recent developments in the topic area, contrarian findings you can use to provoke debate, and intel on each panelist — what they’ve published, what they’ve said publicly, and where their views create natural tension with other panelists on stage.
The panelist guide goes to your panelists a week before the event. The moderator briefing stays with you. This structured approach to preparation is similar to the review checklist methodology I use for weekly productivity — the same principle of having a repeatable process that keeps you focused.
Try It
I published the skill publicly. You can use it in Claude right now to AI moderate a panel at your next event:
Open it, add it to your project, and tell Claude you’re moderating a panel. It’ll ask you for the details and handle the rest.
The Reminder Before You Walk On Stage
Whether you use the skill or not, here’s what makes a panel people remember:
- Conflict is the plot. The most memorable conference moment is almost always two smart people respectfully disagreeing in real time.
- Your job is to interrupt. The most common failure mode is a weak moderator who lets one panelist ramble. Cut in. The audience will thank you.
- Never go down the line. Direct questions to specific people. Don’t make everyone answer every question.
- Force a choice, not a lecture. “Would you rather…” beats “What are the biggest challenges in…” every time.
- Ban the love fest. Push panelists off “cautiously optimistic” and onto specific, defensible claims.
- Open with energy. A show of hands or a one-sentence stance from each panelist gets the room leaning in.
- End on time, every time. Lightning round, your 30-second synthesis, done. Don’t let the last panelist have the final word — that’s yours.
The throughline: your duty is to the audience, not to the panelists’ feelings. A panel people remember is one where real things got said out loud.
How the Skill Works
