AI Opportunity & Model Strategy

Opportunity identification for AI Interview Questions

23 questions. All 23 carry a written answer.

  1. #1What characteristics make a workflow a good candidate for AI? List five.ConceptFoundational
  2. #2Describe a method for finding AI opportunities inside an existing product without starting from the technology.CaseIntermediate
  3. #3How do you distinguish a problem AI solves from a problem AI merely touches?ConceptIntermediate
  4. #4Rank these by AI suitability and justify: expense approval, contract review, invoice matching, hiring decisions.CaseIntermediate
  5. #5Explain why high-volume, low-stakes, tolerant-of-error tasks are the best first targets.ConceptFoundational
  6. #6Your support team handles 8,000 tickets a month. Structure a discovery process to find the AI opportunity.CaseIntermediate
  7. #7What signals in user research suggest an AI solution rather than a better interface?ConceptIntermediate
  8. #8Describe how you would size an AI opportunity before knowing whether it is technically feasible.CaseAdvanced
  9. #9Explain the difference between automating a task and augmenting a person doing it.ConceptFoundational
  10. #10Which is the better first AI feature: one that saves users time or one that unlocks a new capability? Defend it.InterviewIntermediate
  11. #11How do you find opportunities where AI changes the unit economics rather than just the experience?ConceptAdvanced
  12. #12Describe the jobs-to-be-done framing for an AI writing assistant.CaseIntermediate
  13. #13What is the risk of picking your first AI feature based on what is easiest to build?ConceptIntermediate
  14. #14Your company has no AI features. Propose a sequence of three, and explain the order.CaseAdvanced
  15. #15How would you evaluate an AI opportunity in a market where every competitor already has the feature?CaseAdvanced
  16. #16Explain how the cost of being wrong should shape which opportunities you pursue first.ConceptIntermediate
  17. #17Describe how you would use support tickets, search logs and abandoned sessions as an opportunity source.CaseIntermediate
  18. #18What makes an internal AI opportunity more attractive than a customer-facing one for a first project?ConceptIntermediate
  19. #19Build a scoring rubric for ranking ten candidate AI features.Artifact critiqueAdvanced
  20. #20How do you avoid the trap of building an AI feature that demos well and gets no repeat usage?ConceptAdvanced
  21. #21Identify an AI opportunity in a business you know nothing about, using only first principles.InterviewAdvanced
  22. #22What role should competitor pressure play in AI opportunity selection?ConceptIntermediate
  23. #23Pitch me an AI feature for a product I use daily, and tell me why it has not been built yet.InterviewAdvanced