A customer's team is nervous about adopting your AI feature. How do you build trust and drive adoption?
The model can be excellent and still fail if the people who must use it do not trust it. Adoption is change management, not a slicker demo. Here is how forward-deployed engineers actually earn it.
Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
The model can be excellent and still fail if the people who must use it do not trust it. Adoption is change management, not a slicker demo. Here is how forward-deployed engineers actually earn it.
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.