Every company I walk into has the same plan for AI adoption: buy the tool, book a workshop, send the calendar invite. Three weeks later usage has cratered, and nobody can say why.
I have run that training for more than 700 engineers across SIA, Maybank, Prudential, and Manulife. The pattern is boringly consistent, and it has almost nothing to do with the tool.
The mandate is the tell
A mandate from leadership buys you compliance during the workshop and reversion the week after. People nod, they do the exercises, and then they quietly go back to how they worked before. Compliance looks like adoption for exactly one day.
If your rollout is a tool announcement plus a generic workshop, expect a spike and a fade. That is not a motivation problem. It is a design problem.
What actually predicted whether a cohort stuck
One thing, above everything else: whether the training used the team's real work instead of toy examples.
Slides about prompting change nothing. Exercises built on the team's own codebase change behaviour, because people adopt what they have already used successfully under realistic conditions. A generic "here is how to prompt" session hands everyone material that is half relevant to their actual job.
Champions beat mandates
The other half is a person, not a policy. A respected peer who uses AI well and helps others is what sustains the change after the trainer goes home. I grow these champions deliberately in every engagement, because they are what keeps adoption compounding once the workshop energy is gone.
A mandate gets you a week. A champion gets you a quarter.
Your turn
Be honest: after your last mandated AI workshop, are you still using the thing, or did you drift back to the old way inside a month?
And if you drifted, was it really the tool that failed, or was there just nobody around to keep it alive?
The full post breaks down the three levers that separate a spike-and-fade rollout from durable change: role-specific tracks, real-work practice, and champions seeded inside the team.
Read the full post: What 700 trained engineers taught me about adoption
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