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Habits Beat Training: Getting People to Actually Use AI

Writer: Micah Margolis
Micah Margolis
Jun 17, 2025
2 min read

Most companies answer slow AI adoption the same way: more training. Another webinar, another prompt library, another lunch and learn with good intentions and a forty percent attendance rate.


Training answers "do people know how?" Most of the time, they already do. The real question is "will they remember to, on a busy Wednesday, when the old way is right there?"


Why is AI adoption a behavior change problem?

AI adoption behavior change is hard because it asks people to interrupt routines they've run thousands of times. Your brain loves those routines. They're cheap. They don't require decisions. A new tool, however good, has to compete with the comfort of autopilot.


This is where my neuroscience background keeps paying off in strategy work. Behavior scientist BJ Fogg's model is a useful lens here: a behavior happens when motivation, ability, and a prompt all show up at the same moment. Most AI rollouts invest heavily in motivation ("this will transform your work!") and almost nothing in prompts.


How do you build an AI habit into a workflow?

The AI habit loop: One workflow at a time.

  1. Anchor it to an existing moment. "After every client call, I paste my notes into the assistant for a summary." The call is the cue.

  2. Shrink the first step. One saved prompt, one click. Make the new way take less effort than the old way.

  3. Make the reward visible fast. Ten minutes saved should be felt the same day, not reported in a quarterly survey.

  4. Let it repeat. A single use is an experiment. Dozens of uses in the same context is a habit.


Training tells people what AI can do. Habits decide whether they ever do it.

What should leaders stop doing?

Stop measuring adoption by training completion. Stop launching tools without a specific moment in someone's day where the tool belongs. And stop treating low usage as a motivation problem when it's usually a design problem. I made a similar point in Your AI Pilot Isn’t Failing. Your Adoption Plan Is. and it's worth repeating.


The takeaway

Pick one workflow. Find the cue. Build the habit loop around it. Then do the next one. That's how AI actually spreads through an organization, and it's the behavioral core of our AI strategy work at Kairos Telos.


Frequently asked questions

Why don't employees use AI tools after training?

Training builds knowledge, but daily use depends on habits. Without a clear cue in the workflow and a fast, visible reward, people default to their existing routines.


What is the Fogg Behavior Model?

Developed by Stanford behavior scientist BJ Fogg, it says a behavior occurs when motivation, ability, and a prompt converge at the same moment. If any one is missing, the behavior doesn't happen.


How do you increase AI adoption at work?

Tie AI use to specific moments in existing workflows, make the first step trivially easy, show the benefit quickly, and have respected peers model the behavior.


AI tools rolled out but usage flat? Let's design the habits.

 
 
 

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