OpenAI · Product manager · Product Execution

Users complain AI suggestions are repetitive. What do you do?

Build a defensible answer, then pressure-test it in the same workspace where you can save the attempt.

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Independent practice preview

This is a constructed rehearsal, not an official company answer or a prediction of what an interviewer will ask.

Start with a position

Give the interviewer your decision before the framework.

Repetitive suggestions need diversity measured against intent: diagnose retrieval and decoding, then add controllable exploration without reducing relevance.

Preview the reasoning

Three moves to make the answer concrete.

01

Direct answer

  • Declare a point of view early; do not present an unranked feature list.
  • Anchor the answer on a person using AI or product intelligence in a physical, safety-sensitive context.
02

Clarify the decision

  • Clarify whether the goal is adoption, task success, revenue, learning, or risk reduction.
  • Separate model capability constraints from product and go-to-market constraints.
03

Choose the user and unmet job

  • Name the user with the most acute and observable pain.
  • Describe the current workaround and why it fails.

Measurement check

A metric is useful only when it changes the decision.

North star
Useful outcomes within the safe envelopeTreats benefit and harm as one product objective.
Risk
Severe incident rate by affected groupAvoids averages hiding concentrated harm.
Recourse
Detection-to-recovery timeMeasures whether controls work after a failure.

Interviewer pressure test

Do not stop when the first answer sounds polished.

  1. Why prioritize a person using AI or product intelligence in a physical, safety-sensitive context before an adjacent segment?
  2. What evidence would make you reject the thesis: “Repetitive suggestions need diversity measured against intent: diagnose retrieval and decoding, then add controllable exploration without reducing relevance.”?
  3. How would you test “a bounded assistive signal with obvious controls and escalation” with two weeks and a small team?

Turn reading into retrieval

Close the guide. Give the answer in your own words.

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