A customer hands you a vague ask like 'use AI to improve our operations.' How do you find the real requirements?
Vague asks are standard in customer-facing AI work. Interviewers look for structured discovery that surfaces the real problem and a measurable first win, not a rush to build. Here is the method.
Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
Vague asks are standard in customer-facing AI work. Interviewers look for structured discovery that surfaces the real problem and a measurable first win, not a rush to build. Here is the method.
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.
