change management

Accuracy and trust are different things. The feature saves no time if people double-check everything, and the fix starts with finding out why experts are cautious.

Licences are not adoption. The interviewer wants the real reasons people don't use the tool, and a plan that embeds AI into specific workflows with champions, measurement and honest pruning.

Benchmark gains do not cover what users built around the old model. Measure the behaviour that changed, give people a bridge and decide in advance when the old model goes.

Eleven pilots with no rollout is a process failure. Diagnose the pattern, stop most of them, and restart a few with an owner, a baseline and a decision date.

Influence without authority is a core PM skill, and AI adoption is a common test case. Panels want to hear how you found what others cared about, made it easy, and built proof.

A principal-level leadership question. The answer combines diagnosis, a small number of strategic bets, capability building, shared infrastructure, governance and visible early wins.

Better on paper is not better to the people who built habits around the old thing. Show the usage evidence, the notice, the bridge and what you carried forward.

A mandate is a direction, not a plan. Show how you translated it into measured outcomes per workflow, what you told people about their jobs and where evidence led you to push back.