When I started being asked to speak about AI, the room was curious. Now the room is tired. Every attendee has sat through a keynote about exponential change and gone back to a job where nothing has changed, and they are quietly suspicious of the next person with slides.
That is a better audience, not a worse one. Tired people ask sharper questions.
What they actually want to know
- What would this do in my job, specifically, next month.
- What has someone like us tried that did not work.
- What do I say to my board, and what will they ask me back.
- Which of the things I have been sold is actually necessary.
- Am I behind, honestly.
None of those are answered by a talk about the technology. All of them are answered by a talk about decisions, which is a different preparation job and a considerably more useful hour.
Every attendee has sat through a keynote about exponential change and gone back to a job where nothing changed.
The one thing rule
Before building any session I agree with the organiser what the room should leave with. One thing, in a sentence. Not three themes and a framework.
It sounds like a limitation and it is the opposite. A session with one destination can afford digressions, questions and honesty, because everything is measured against whether it serves the one thing. A session with six points has to march.
On admitting what has not worked
The moment a room leans in is when someone describes something that failed and what it cost. It is also the part most speakers cut, because it feels like it undermines authority.
It does the reverse. An audience that has been oversold to for two years reads honesty as competence, and it makes everything else in the talk more credible.
Format follows purpose
A conference stage suits one provocation and a clear argument. An internal leadership session suits working through the actual decisions on their actual roadmap. A workshop suits getting hands on something small enough to finish.
Those are three different jobs. Delivering the conference talk to a leadership team is the most common mistake and the least useful hour for everyone.