adoption

The model can be excellent and still fail if the people who must use it don't trust it. Adoption is change management, not a better demo. Here is how forward-deployed engineers actually earn it.

Building it is not adopting it. Interviewers want to see you win a beachhead, prove value, and let advocates spread it, not mandate usage from the top. Here is the playbook.