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AI Product Strategy and Model Choice

AI Product Roadmapping Interview Questions

How to plan twelve months ahead when model capability in month six is unknown, protect a roadmap from every new model launch, and communicate plans that openly contain unknowns.

  • 23 questions with model answers
  • 5 intermediate · 18 advanced

Intermediate AI Product Roadmapping Questions

  1. Describe the difference between a capability bet and a feature commitment.Concept
  2. How do you communicate a roadmap that explicitly contains unknowns?Case
  3. What is the right planning horizon for an AI product team, and why?Concept
  4. How does roadmapping change when your dependency is a vendor's release schedule?Concept
  5. How much of an AI roadmap should be eval and infrastructure work?Concept

Advanced AI Product Roadmapping Questions

  1. How do you build a twelve-month roadmap when model capability in month six is unknown?Case
  2. What does a roadmap look like when it is organized by uncertainty rather than by quarter?Concept
  3. Explain how you would sequence features so that a model improvement unlocks rather than obsoletes work.Case
  4. What is the cost of building around a model limitation that disappears in six months?Concept
  5. Describe three roadmap items you would deliberately delay pending model progress.Case
  6. How do you handle a roadmap commitment made before a capability turned out to be infeasible?Case
  7. Explain how to hedge a roadmap across two possible model futures.Concept
  8. Describe the infrastructure work that is worth doing regardless of which model wins.Concept
  9. What does no-regret roadmap work look like for an AI product?Concept
  10. How do you protect a roadmap from being rewritten every time a new model launches?Case
  11. Build the roadmap review ritual you would run monthly for an AI team.Artifact critique
  12. Explain how you would use scenario planning for a two-year AI product strategy.Case
  13. What roadmap signals would tell you to accelerate versus wait?Concept
  14. Describe how to keep a team motivated when roadmap items keep being invalidated.Case
  15. Your roadmap assumes costs fall 50 percent this year. How do you plan if they do not?Calculation
  16. What is the difference between a roadmap and a bet portfolio for AI products?Concept
  17. Write the roadmap narrative you would present to a board.Artifact critique
  18. Present a six-month AI roadmap for a product I name and defend the sequencing.Interview