U2xAI
…
AI Opportunity & Model Strategy

When NOT to use AI Interview Questions

23 questions. All 23 carry a written answer.

  1. #1List five conditions under which you should reject an AI solution outright.ConceptFoundational
  2. #2Explain why a deterministic rules engine sometimes beats a model, with an example.ConceptFoundational
  3. #3A stakeholder wants AI to decide loan approvals. Make the case against.CaseAdvanced
  4. #4What does it mean for a problem to be underspecified, and why does that break AI solutions?ConceptIntermediate
  5. #5How do you tell when the real problem is bad data rather than a missing model?CaseIntermediate
  6. #6Describe a case where adding AI increased user effort rather than reducing it.ConceptIntermediate
  7. #7Why is AI a poor fit for tasks where users cannot verify the output?ConceptIntermediate
  8. #8Explain the cost argument against AI for a low-volume internal workflow.CalculationIntermediate
  9. #9Your legal team blocks an AI feature. When should you accept that and when should you push back?CaseAdvanced
  10. #10What kinds of errors are unrecoverable, and how does that rule out AI?ConceptIntermediate
  11. #11Describe the maintenance burden of an AI feature that a simple heuristic would not carry.ConceptIntermediate
  12. #12When is a search box the correct answer to a request for a chatbot?CaseFoundational
  13. #13Explain why regulated decision-making often demands explainability that current models cannot provide.ConceptAdvanced
  14. #14How would you talk a founder out of an AI feature without damaging your relationship?InterviewAdvanced
  15. #15What is the opportunity cost argument against a technically feasible AI feature?ConceptIntermediate
  16. #16Give a case where latency requirements alone disqualify a model-based approach.CaseIntermediate
  17. #17Describe a workflow where partial automation is worse than none.ConceptAdvanced
  18. #18How do you evaluate whether the human in the loop makes the AI pointless?CaseAdvanced
  19. #19Explain when a template beats generation.ConceptFoundational
  20. #20What should you do when the AI feature works but the workflow around it does not exist?CaseIntermediate
  21. #21Write the one-page memo recommending against an AI initiative your CEO championed.Artifact critiqueAdvanced
  22. #22List the questions you would ask before agreeing to any AI feature request.ConceptIntermediate
  23. #23Tell me about an AI feature you would kill today if you owned it.InterviewAdvanced