When an AI rollout stalls, leaders reach for one word: resistance. It’s usually the wrong word. Most of the time your people aren’t resisting. They’re tired.
Every operations org has run the parade — the Lean push, the new MES, the culture reset, the last “digital transformation.” Each one arrived as the thing that would change everything. Most faded. Your veterans carry a scar for each one. So when AI shows up as the newest everything-changer, they’re not being cynical. They’re being experienced. They’ve learned that leaning into the big new thing costs them effort and rarely pays them back.
That’s change fatigue, and AI lands right on top of it. The tool isn’t the ask — the tool is easy. The ask is: learn a new way, change your workflow, trust that this one is different. To someone who’s absorbed five “transformations,” that’s an expensive request with a bad track record.
Here’s the Lean rule I keep coming back to: an improvement has to beat the cost of changing, or people revert to the old way. AI adds cost up front — learning it, changing the work. If the payoff isn’t obvious and fast, fatigue wins and they wait it out.
The mistake leaders make is treating fatigue like resistance — pushing harder, mandating more, adding urgency. That’s throwing water on a grease fire. Every extra push confirms what fatigue already believes: this is another thing being done to me.
What works is the opposite of a big launch. One small, real win, on a problem they already feel, delivered fast, that makes one person’s day genuinely better. Fatigue doesn’t argue with a result. It argues with promises.
So what? If your rollout is stalling, don’t add urgency. You’re not fighting skepticism about AI — you’re fighting the memory of every initiative that overpromised and vanished. More noise makes it worse.
Now what? Kill the big launch. Find one person, one problem they’re sick of, and solve it with AI this month — small, done, and theirs. Let the result do the talking, then let them tell the next person. That’s how you beat a hangover: not with another round.
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