What you are seeing is a threat response, not a character flaw.
David Rock's SCARF model, introduced in 2008 and built on social neuroscience, says that the brain scans the work environment for the same kinds of threats it also scans the physical world for. Two of its five parts matter the most here, status and certainty. When a new tool or process threatens either one, the brain processes it the same way it processes danger. With avoidance, defensiveness and withdrawal. It does not matter that the threat is a software or process rollout. The circuitry in the brain does not distinguish between that and a real, physical threat.
Rock's work notes that when people can predict what comes next, the brain runs efficiently on what is familiar. When they can’t, the brain has to burn far more energy routing everything through the prefrontal cortex. So with uncertainty, people retreat to what they already know how to do. The old process is not laziness. It is the path of least neural cost.
But status is the piece most leaders miss, and it explains something counterintuitive. Your best people will often resist the hardest.
A marketer who built a fifteen year reputation on good copy or creative judgment has the most identity invested in doing that work the old way. Hand them a tool that does a piece of it, and the brain does not register "efficiency gain." It registers demotion or obsolescence. The resistance scales with skill and expertise, not against it. The people you most need on board are the ones whose sense of standing and importance is most threatened by the change.
This reframes the entire rollout. You are not managing a training problem. You are managing your team's nervous system.
There are three moves you can make to mitigate this.
Reduce uncertainty before you ask for adoption. Be specific about what is changing, what is staying the same and what is not at risk. Vague reassurance does nothing. Detail lowers the threat response.
-
The leaders winning at AI adoption right now are not just the ones with the best tools. Their competitors have the same tools. They are the ones who understood that every technology rollout is, underneath, a change being processed by a room full of threat sensitive brains, and who manage that accordingly.
Protect status out loud. Do not position the tool as a replacement for what your best people do. Position it as raising the floor so they operate at a higher level, and name the skill that becomes more valuable now. Give the threatened expertise a promotion, not a eulogy.
Hand them ownership. A mandated change is something done to people, which heightens the threat. A pilot they run and shape is something they author themselves. Self directed change lowers the alarm signal because it gives a sense of control. Now, they are a part of the adoption instead of being forced into it.
The leaders winning at AI adoption right now are not just the ones with the best tools. Their competitors have the same tools. They are the ones who understood that every technology rollout is, underneath, a change being processed by a room full of threat sensitive brains, and who manage that accordingly.

