The Human Side of AI.

Most organizations invest heavily in AI and see little return. The usual explanation is that people resist change. That is half the picture, and the easier half.

There are two fears, and they look nothing alike. One is the fear of being replaced, which produces refusal. The other is the fear of being blamed, which produces something subtler: people try the tool, see output they would not put their name on, and quietly go back to the way they know. Both are the same threat response. Most change programs only plan for the first.

The fix is less about persuasion than about who is in the room. When the people who do the work help design how the AI works, reasons, and decides, the output becomes something they recognise as their own standard. When they are handed a finished system built by someone who has never done their job, it does not survive first contact.

Drawing from 11+ years inside tech companies and from the neuroscience of threat and safety, Ivy shows leaders what is actually happening in their people during a rollout, and how to design one people can put their name on.