How do you drive adoption of a tool or platform across an organization that is not asking for it?
Building it is not the same as adopting it. Interviewers look for you to win a beachhead, prove value, and let advocates spread it, not mandate usage from the top. Here is the playbook.
Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
Building it is not the same as adopting it. Interviewers look for you to win a beachhead, prove value, and let advocates spread it, not mandate usage from the top. Here is the playbook.
Lead with where the obvious approach breaks, because that is the judgment they are screening for — most candidates jump straight to the happy path and lose the room.
Then walk the failure back through the pipeline in order, naming the one metric the customer's exec sponsor actually cares about before you propose the fix.
