U2xAI
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Responsible AI & Advanced Practice

Responsible AI as a product requirement Interview Questions

20 questions. All 20 carry a written answer.

  1. #1How do you turn a responsible AI principle into a testable product requirement?ConceptIntermediate
  2. #2What safety requirements belong in every AI PRD regardless of feature?ConceptIntermediate
  3. #3Describe how you would assess a feature for potential harm before building it.CaseAdvanced
  4. #4Explain the difference between a safety issue and a quality issue.ConceptIntermediate
  5. #5How would you handle a feature that works well overall but poorly for one demographic?CaseAdvanced
  6. #6What is a content policy and who should own it in a product organization?ConceptIntermediate
  7. #7Design the guardrails for an AI feature aimed at teenagers.CaseAdvanced
  8. #8How do you balance a refusal rate that is too high against one that is too low?CaseAdvanced
  9. #9Describe the red-team exercise you would run before a consumer launch.CaseAdvanced
  10. #10What does responsible AI require in the eval spec specifically?ConceptAdvanced
  11. #11Explain how you would test for bias in a ranking or recommendation feature.CaseAdvanced
  12. #12Critique a launch plan with no safety evaluation.Artifact critiqueIntermediate
  13. #13What is the product cost of a guardrail that is too aggressive?ConceptAdvanced
  14. #14How do you decide which harms are in scope for your product to prevent?ConceptAdvanced
  15. #15Describe the escalation path when a safety concern conflicts with a launch date.CaseAdvanced
  16. #16What documentation should accompany a model deployed in a regulated context?ConceptAdvanced
  17. #17How would you handle a user population using your product in an unintended harmful way?CaseAdvanced
  18. #18Explain why responsible AI work is a product requirement and not a compliance checkbox.InterviewIntermediate
  19. #19What responsible AI metric would you put on your team dashboard?ConceptAdvanced
  20. #20Make the case for delaying a launch on safety grounds to a revenue-focused leader.InterviewAdvanced