The difference between a workshop that sparks genuine adoption and one that's forgotten by Friday comes down to structure, not content depth.
Start with real work, not a demo
Bring an actual task from the team's day-to-day and solve it live with AI, rather than showing a polished, unrelated demo. Relevance is what makes it stick.
Keep the technical explanation short
Most participants don't need to understand how the model works. They need to see it solve a problem they recognize, in under five minutes.
Build in hands-on time, not just watching
A workshop where participants only watch a presenter produces far less retention than one where they're prompting and iterating themselves, even briefly.
End with a specific next step
"Try this one workflow before our next meeting" is more effective than a general "go explore AI tools." Specificity is what turns a workshop into actual behavior change.