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Model Fluency & the AI PM Role

AI PM role variants: platform, applied, infra, research Interview Questions

21 questions. All 21 carry a written answer.

  1. #1Describe the difference between an applied AI PM and a platform AI PM in terms of who their customer is.ConceptFoundational
  2. #2What does an AI infrastructure PM own that an applied AI PM does not?ConceptFoundational
  3. #3How does success get measured differently for a research-adjacent PM versus an applied PM?ConceptIntermediate
  4. #4Give an example roadmap item for a model platform PM and explain why it would never appear on an applied roadmap.CaseIntermediate
  5. #5Which role variant would you assign to owning the internal prompt library, and why?CaseIntermediate
  6. #6An AI platform PM's users are internal engineers. How does that change discovery?CaseIntermediate
  7. #7Describe the tension between a platform PM's abstraction goals and an applied PM's shipping deadline.CaseAdvanced
  8. #8What are the failure modes of a research PM who has no product surface to ship into?ConceptAdvanced
  9. #9How would you structure the AI PM function at a 200-person company launching its first AI features?CaseAdvanced
  10. #10Which variant is the best entry point for someone breaking into AI PM, and why?InterviewFoundational
  11. #11What does an evals PM own, and should that be a distinct role?ConceptAdvanced
  12. #12Explain the difference between an AI PM at a model lab and one at an application company.ConceptIntermediate
  13. #13How does the AI PM role differ at a company that trains its own models versus one that calls an API?ConceptIntermediate
  14. #14Describe the day-to-day of an agent platform PM.ConceptIntermediate
  15. #15Which variant carries the most compliance exposure and why?ConceptIntermediate
  16. #16Map the four role variants onto a company org chart and show the reporting lines you would choose.CaseAdvanced
  17. #17What happens when one PM tries to cover applied and platform work simultaneously?CaseIntermediate
  18. #18How would you decide whether your first AI hire should be a PM or an engineer?InterviewAdvanced
  19. #19Describe the internal tooling PM variant and why companies underinvest in it.ConceptIntermediate
  20. #20Which of these variants is most exposed to model provider deprecations?ConceptIntermediate
  21. #21Tell me which AI PM variant you want and defend the choice against the other three.InterviewFoundational