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A customer hands you a vague ask like 'use AI to improve our operations.' How do you find the real requirements?

Vague asks are the norm in forward-deployed work. Interviewers want to see structured discovery that finds the real problem and a measurable first win, not a rush to build. Here is the method.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

Vague asks are the norm in forward-deployed work. Interviewers want to see structured discovery that finds the real problem and a measurable first win, not a rush to build. Here is the method.

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LEARN THE BACKGROUND

No lesson covers this question directly yet. These teach the surrounding topic from the beginning.

Applied AI Engineering·The interviewPremium13mTalking about AI work without sounding like a demoThe behavioural round for this role has its own questions, and the ones about AI work are easy to answer badly. The last lesson of the course covers the four stories to have ready and the honesty that makes them land.Applied AI Engineering·The interviewPremium12mTurning this course into a study planA concrete four-week plan mapping the seven modules onto the question bank, plus what to do differently if your interview is next week rather than next month.

UP NEXT ON YOUR JOURNEY

Next in this trackTell me about an ethical dilemma where you had to push back on something you were asked to do.Next in this trackHow do you drive adoption of a tool or platform across an organization that is not asking for it?Next in this trackA key customer is about to churn. Walk me through how you would try to save the account.

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