Panel discussions are the backbone of most cannabis conferences. When done well, they create dynamic, multi-perspective conversations that audiences love. When done poorly, they devolve into disjointed monologues, awkward silences, or one panelist dominating the conversation. This guide covers everything organizers need to know to run panels that actually work.

How Many Panelists?

Panel size has a direct impact on discussion quality. More is not better.

• 2 panelists: Works for a debate format or deep-dive comparison (e.g., "MSO vs. craft operator" or "prohibition vs. legalization"), but can feel thin for broad topics
• 3 panelists: Ideal for focused topics where you want depth over breadth. Every panelist gets ample time.
• 4 panelists: Good for topics that benefit from multiple angles — legal, business, scientific, and advocacy perspectives on one issue
• 5+ panelists: Almost always too many. Panelists end up repeating each other or getting 3-minute windows that prevent any meaningful contribution. Avoid.

Choosing a Moderator

The moderator makes or breaks a panel. A great moderator is not the most knowledgeable person on stage — they're the most skilled at drawing out insights from others.

• Journalists and podcast hosts often make excellent moderators because they're trained to ask questions, listen, and redirect
• The moderator should not be a panelist. Their job is to facilitate, not to share their own opinions at length
• Look for someone who knows the topic well enough to ask informed follow-up questions, but isn't so invested that they have their own agenda
• A good moderator manages time ruthlessly. They cut off tangents diplomatically, move to the next question when a topic is exhausted, and ensure quiet panelists get equal airtime
• Avoid having a sponsor representative moderate unless they're genuinely skilled at it — it often turns into a thinly disguised sales pitch

Building Diversity of Perspectives

The best panels feature genuine differences in viewpoint. An audience gains nothing from watching four people agree with each other for an hour. Aim for diversity across multiple dimensions:

• Professional diversity: Mix operators, regulators, advocates, and researchers rather than four people with the same job title
• Market diversity: Include perspectives from different states or markets — a California operator and an Ohio operator will have very different experiences
• Company size diversity: An MSO executive and a single-store dispensary owner see the same industry from radically different vantage points
• Demographic diversity: Panels should reflect the actual diversity of the cannabis industry and its consumers. All-male, all-white panels are noticeable — and not in a good way.
• Experience level diversity: Mixing seasoned veterans with newer entrants creates natural mentorship dynamics and generational perspective

Pre-Panel Preparation

Preparation is the difference between a polished, engaging discussion and an awkward, rambling session. Never skip this step.

• Pre-panel call (2-3 weeks before): Schedule a 30-minute video call with all panelists and the moderator. Introduce everyone, discuss the topics, and identify areas of agreement and disagreement.
• Share questions in advance: Send the moderator's planned questions to panelists 1-2 weeks before. This isn't about scripting answers — it's about giving panelists time to prepare thoughtful responses and relevant examples.
• Identify "hot takes": During the prep call, ask each panelist what their most controversial or surprising take on the topic is. These moments become the panel's highlights.
• Set ground rules: Agree on response lengths (2-3 minutes per answer), whether panelists can respond to each other directly, and how audience Q&A will work.
• Confirm logistics: Where do panelists sit? Is there a table or chairs only? Will there be water on stage? Who introduces the panel?

Writing Great Panel Questions

The quality of questions determines the quality of answers. Mediocre questions produce mediocre panels.

• Use "how" and "why" questions: These force panelists to explain reasoning, share stories, and provide context rather than surface-level responses
• Ask about specific experiences: "Tell us about a time when..." or "Walk us through how you handled..." produces better content than abstract hypotheticals
• Include one provocative question: "What's the biggest lie the cannabis industry tells itself?" or "Which popular business model is actually doomed?" — these wake up the audience and produce memorable moments
• Prepare 2x the questions you need: Some questions will spark 10 minutes of discussion; others will get 30-second answers. Having backup questions prevents dead air.
• End with a forward-looking question: "What's one prediction you'd make for this industry in two years?" gives every panelist a chance to deliver a memorable closing thought

Managing Audience Q&A

Audience Q&A is where panels can go off the rails if not managed carefully. A few strategies to keep it productive:

• Save 15-20 minutes for Q&A at the end — announce this to the audience at the start so they know their chance is coming
• Use a microphone runner so audience questions are audible to everyone, especially for recorded or livestreamed events
• Set expectations: "Please keep your question to one sentence" or "We'll take questions, not comments" — say this explicitly before opening the floor
• The moderator should repeat or rephrase every audience question for clarity and to ensure the full room heard it
• Have backup questions ready in case the audience is slow to start. Dead silence after "Any questions?" is painful for everyone.
• Direct audience questions to specific panelists rather than opening them to the full panel — this prevents one panelist from monopolizing Q&A

Common Panel Mistakes to Avoid

• No preparation: Panelists who haven't seen the questions, met the moderator, or thought about the topic produce rambling, unfocused answers
• Too many panelists: Five or six people on stage means nobody gets enough time to say anything meaningful
• Weak moderator: A moderator who doesn't redirect, manage time, or engage quiet panelists lets the panel drift
• All agreement, no tension: If every panelist has the same perspective, the audience might as well read a blog post. Constructive disagreement is what makes panels worth attending.
• Reading from scripts: Panels should be conversational. If panelists are reading prepared statements, you've booked a series of mini-presentations, not a discussion.
• Skipping introductions: Audiences need context. A 30-second intro of each panelist's background helps the audience understand why each person's perspective matters.
• Running over time: Respect the schedule. Attendees have chosen your session over others, but they may need to leave for the next one. End on time.
• Ignoring the audience: If the audience looks bored, disengaged, or confused, the moderator should pivot. A rigid question list shouldn't override audience energy.

Technical Setup for Panels

Panel technical setup is simpler than keynotes but still requires attention:

• Microphones: Every panelist needs their own microphone. Sharing a handheld mic is unprofessional and disrupts conversation flow. Lavalier mics are preferred for panels since they allow natural gesturing.
• Stage layout: Slight curve or angled chairs so panelists can see each other. A straight line makes conversation feel unnatural and prevents eye contact between panelists.
• Name cards: Place visible name cards in front of each panelist. Audiences (and the moderator) will reference them throughout.
• No podium: Panels are conversational. A podium creates a barrier. Use comfortable chairs or stools and a small side table for water.
• Screen use: Most panels don't need slides. If a panelist wants to show data or images, have a way to display them, but don't default to a shared screen that becomes a distraction.
• Recording: If recording, confirm audio levels for each microphone individually before the session starts. Multi-mic panels are where audio problems most commonly occur.