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AI Product Strategy and Model Choice

When Not to Use AI Interview Questions

Interviewers like candidates who can say no. These questions cover the conditions under which an AI solution should be rejected, errors that cannot be undone, and workflows where partial automation is worse than none.

  • 23 questions with model answers
  • 4 foundational · 11 intermediate · 8 advanced

Foundational When Not to Use AI Questions

  1. List five conditions under which you should reject an AI solution outright.Concept
  2. Explain why a deterministic rules engine sometimes beats a model, with an example.Concept
  3. When is a search box the correct answer to a request for a chatbot?Case
  4. Explain when a template beats generation.Concept

Intermediate When Not to Use AI Questions

  1. What does it mean for a problem to be underspecified, and why does that break AI solutions?Concept
  2. How do you tell when the real problem is bad data rather than a missing model?Case
  3. Describe a case where adding AI increased user effort rather than reducing it.Concept
  4. Why is AI a poor fit for tasks where users cannot verify the output?Concept
  5. Explain the cost argument against AI for a low-volume internal workflow.Calculation
  6. What kinds of errors are unrecoverable, and how does that rule out AI?Concept
  7. Describe the maintenance burden of an AI feature that a simple heuristic would not carry.Concept
  8. What is the opportunity cost argument against a technically feasible AI feature?Concept
  9. Give a case where latency requirements alone disqualify a model-based approach.Case
  10. What should you do when the AI feature works but the workflow around it does not exist?Case
  11. List the questions you would ask before agreeing to any AI feature request.Concept

Advanced When Not to Use AI Questions

  1. A stakeholder wants AI to decide loan approvals. Make the case against.Case
  2. Your legal team blocks an AI feature. When should you accept that and when should you push back?Case
  3. Explain why regulated decision-making often demands explainability that current models cannot provide.Concept
  4. How would you talk a founder out of an AI feature without damaging your relationship?Interview
  5. Describe a workflow where partial automation is worse than none.Concept
  6. How do you evaluate whether the human in the loop makes the AI pointless?Case
  7. Write the one-page memo recommending against an AI initiative your CEO championed.Artifact critique
  8. Tell me about an AI feature you would kill today if you owned it.Interview

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