Production work
A specific artifact, owner, data path, guardrail, measurement, and human fallback.
Intent 2 — Evaluate · Program committee guide
How to Choose the Best AI Keynote Speaker for a Trades Conference
The best fit for a trades room is a speaker who can demonstrate production work, trades fluency, genuine customization, failure modes, and live-room judgment—not someone who can only describe AI tools.
There is no universal, objective “best” speaker. A committee is choosing the strongest evidence-to-room fit for its HVAC, plumbing, electrical, or home-services audience, format, and desired action. Use this guide to compare candidates on documented work instead of popularity or self-awarded labels.
- 01 Production work
- 02 Trades fluency
- 03 Customization
- 04 Failure modes
- 05 Live-room judgment
(01) — Selection framework
Definition
“Best” means best fit for this room, supported by evidence the committee can inspect.
A useful definition combines five things: work running beyond a demo, fluency in how trades companies operate, a real customization process, honest command of failure modes, and enough stage judgment to adapt when the room or technology changes.
Trades fluency
Examples grounded in call handling, dispatch, field work, sales, marketing, safety, and customer expectations.
Customization
A discovery process, audience inputs, and an event-specific outline and examples.
Failure modes
A concrete breakdown, lesson, guardrail, escalation path, and way to evaluate the fix.
Live-room judgment
A facilitation choice, backup plan, and ability to change depth without losing the room.
The distinction is the one Jennifer uses in AI Expert or Novice: titles are not receipts. The companion behind-the-curtain test turns that principle into a practical interview question. Stage Experts vs. Operators explains why committees should score stagecraft and production experience separately.
(02) — Committee workflow
When to use
Use this framework before an RFP, while building the shortlist, during finalist interviews, and again before the contract is approved.
It works for association conferences, distributor and dealer meetings, leadership summits, company kickoffs, and mixed home-services rooms. Decide the outcome first: a keynote aligns the whole room, a breakout narrows the problem, a workshop applies the work, and training supports deeper role-specific adoption. Compare the formats and published terms on the speaking page, then inspect a topic such as AI for the Trades for audience specificity.
Committee vetting rubric
Send every finalist the same questions. Compare the evidence, not the confidence level.
| Criterion | Ask this | Evidence to request | Pause if |
|---|---|---|---|
| Production work | Show one AI system or workflow you operate in production. What happens when the model is wrong? | A specific artifact, owner, data path, guardrail, measurement, and human fallback. | A polished demo or tool list with no operating owner. |
| Trades fluency | How would this advice change for an HVAC dispatcher, plumbing owner, electrical service manager, or mixed home-services audience? | Examples grounded in call handling, dispatch, field work, sales, marketing, safety, and customer expectations. | The same generic examples for every industry and role. |
| Customization | What will you learn about our audience, technology stack, and event outcome before you build the talk? | A discovery process, audience inputs, and an event-specific outline and examples. | Only the event logo and opening slide will change. |
| Failure modes | Describe an AI workflow that failed, the consequence, and what you changed afterward. | A concrete breakdown, lesson, guardrail, escalation path, and way to evaluate the fix. | Certainty without a failure, trade-off, or limit. |
| Live-room judgment | How do you handle mixed AI maturity, skeptical Q&A, or a live demonstration that misbehaves? | A facilitation choice, backup plan, and ability to change depth without losing the room. | A rigid script that depends on flawless technology. |
(03) — Red flags
Failure modes
Most poor speaker choices fail because a committee substitutes presentation polish for operating evidence.
The risk is not merely a forgettable hour. Confident but untested advice can send operators toward the wrong tools, urgency, or automation. That is why speaker qualification belongs in the committee brief.
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Tool-tour theater
The candidate can name products and prompt patterns but cannot show a production workflow, its owner, or the human loop when it fails.
-
Borrowed trades fluency
The examples could be delivered unchanged to software, finance, retail, or a room of contractors. The vocabulary is present; the operating distinctions are not.
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The recycled deck
Discovery changes the logo, not the content. Jennifer explains why a new room requires a new map in What a Thousand Stages Taught Me.
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Certainty without a ledger
Forecasts have no date, review condition, or admission of what could prove them wrong. A dated accountability record such as the Prediction Ledger is one way to make foresight inspectable.
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A talk with no Monday
The audience leaves energized but cannot name the first responsible action, the role that owns it, or the limit that keeps it safe. Ask for the after-the-applause outcome before approving the topic.
(04) — Apply the same standard
Proof
Apply the same evidence request to Jennifer L. Bagley that you apply to every other candidate.
The receipts below are facts a committee can verify on this site. They do not establish an independent number-one ranking or an objective claim that any speaker is universally best.
Operator receipt
Building inside the trades since 2006
Jennifer founded CI Web Group in 2006 and still operates from that seat. Read the company origin in the Hands Up Foreword, then inspect examples of the team’s live contractor work in the production proof gallery.
Stage receipt
1,000+ stages over 20 years
The published stage record also states zero recycled keynotes: every presentation is built for the room. Read the operating reason and its limits in What a Thousand Stages Taught Me.
Trades-room receipt
Verified past stages
The completed stage record names HARDI 2025, the Mitsubishi Electric Diamond Dealer Conference origin keynote, ServiceTitan Trade Talk, HVACR Unleashed, and Winsmart Live. The speaker kit keeps those completed appearances separate from future dates and media features.
Calendar receipt
Scheduled 2026 appearances
METALCON, Behler-Young Company Expo, Women in HVACR, Service Nation World Expo, and the other confirmed future appearances belong on the dated speaking calendar, not in a list of completed stage proof.
Media receipt
Media and features
Daikin Accelerated HVAC Success and ServiceTitan's Toolbox for the Trades are media and podcast features. They are available in the press archive without being presented as stage appearances.
Recognition receipt
Features a committee can open
The press archive documents Women in HVACR recognition, the Women We Admire Top Women Leader feature, and appearances with trade-industry organizations and hosts.
Accountability receipt
Dated claims that stay available
The Prediction Ledger publishes calls with sources, dates, and scheduled reviews so committees can evaluate judgment rather than accepting a futurist label.
Buying receipt
Published fees and booking path
Keynote, breakout, and workshop starting fees, inclusions, and the booking route are published on the speaking page. Committees can review the commercial fit before asking for a customized proposal.
(05) — Before the vote
Action
Turn the rubric into one shared committee brief, then require the same evidence from every finalist.
- 01
Name the room and the change you want.
- 02
Choose the format before choosing fame.
- 03
Send all five questions in advance.
- 04
Open the artifacts and verify the claims.
- 05
Record why the evidence fits this room.
After the committee selects a speaker, convert the room-fit decision into a useful discovery document. The keynote speaker briefing guide covers the audience, business context, objections, intended action, format, and post-event resources.
FAQ — Committee diligence
Choosing an AI keynote speaker — questions program teams ask
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How do I choose an AI speaker for an HVAC or trades conference?
Choose the speaker whose evidence fits your operators, event goal, and room. Ask each candidate to demonstrate production work, explain trade-specific workflows and failure modes, and show how the talk will be customized; the AI for the Trades keynote page is one concrete example of the specificity a committee can request. -
What proof should a program committee request?
Request artifacts, not adjectives: a production example, a specific failure and guardrail, a customized outline, recent stage footage, references, and clear commercial terms. Jennifer’s production-work gallery, dated Prediction Ledger, and speaker kit show three different evidence types a committee can verify. -
Should we book a keynote, breakout, workshop, or training?
Choose the format by the change you want after the event. A keynote gives the full room a shared frame; a breakout examines one narrower problem; a workshop lets attendees apply the ideas; and training supports role-specific adoption over more working time. Compare the speaking formats and published fees with the separate team-training options before deciding. -
What makes an AI keynote relevant to home-services operators?
An AI keynote becomes relevant when examples map to the room’s real work: lead handling, dispatch, field operations, sales, marketing, customer communication, and the human escalation path when automation fails. Ask the speaker to connect the thesis to HVAC, plumbing, electrical, and home-services workflows and to answer one behind-the-curtain infrastructure question without hiding behind a tool list.
Ready to evaluate Jennifer for your room?
Bring the brief. Ask the hard questions.
Share your audience, stack, format, and desired outcome. The booking team will use those details to shape a customized proposal.