Many of us are being asked in our jobs to use AI. Many of us don’t have time to do the training that we think is necessary to use AI. The good news is that you don’t really need training to use AI because AI is different than anything you’ve ever known. As noted in this fantastic blog by Conor Grennan of “AI Mindset,” the playbook for success here is closer to habit formation and behavioral science than focusing on proficiency. The real focus should be on changing behavior.
Here are six points made in that blog:
- AI Success Is About Behavior, Not Skill: Research points to the same conclusion: what separates effective AI users is not technical proficiency, but behavioral patterns. The best users interact with AI differently rather than simply knowing more.
- Traditional Learning Models Don’t Fit AI: Unlike Excel or a foreign language, AI does not require a step-by-step progression from beginner to expert. People can become highly capable quickly because the key is learning how to collaborate with AI, not mastering a sequence of features.
- Research Shows Iteration Matters Most: Studies find that sophisticated users iterated, refined prompts, and treated AI as a reasoning partner. A back-and-forth interaction is the strongest indicator of AI fluency.
- The Biggest Challenge Is Changing Human Habits: People naturally treat AI like conducting a traditional Internet search – typing a short query and moving on. Companies should teach employees to engage AI as they would a highly intelligent colleague. The goal is to activate conversational and adaptive thinking rather than memorization and procedures.
- Traditional Training Programs Often Fail: Telling employees to “use AI” is ineffective because behavior change can’t be achieved through manuals or demonstrations alone. Even expert users struggle to teach others because their success comes from instinctive habits rather than explicit knowledge.
- There Are No True AI Skill Levels: Categories like beginner, intermediate and expert are misleading. Individuals can become power users rapidly once they recognize AI as a conversational thought partner rather than a software application.
