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AI Product Metrics and LLM Cost

Pricing AI Products: Seat, Usage, Outcome Interview Questions

How AI products are priced: seat based, usage based and outcome based models, credits, and how to price an agent that completes work instead of answering questions.

  • 25 questions with model answers
  • 1 foundational · 7 intermediate · 17 advanced

Foundational Pricing AI Products: Seat, Usage, Outcome Questions

  1. Compare seat-based, usage-based and outcome-based pricing for an AI product.Concept

Intermediate Pricing AI Products: Seat, Usage, Outcome Questions

  1. Why does seat-based pricing break when AI reduces the number of seats needed?Concept
  2. What is the risk of usage-based pricing from the customer's point of view?Concept
  3. Explain how credits work as a pricing mechanism and their advantages.Concept
  4. Model the margin on a 20 dollar per month plan with 300 interactions at your cost per call.Calculation
  5. How do you price an AI feature that is bundled into an existing product?Case
  6. Critique a pricing page that hides the usage limits in a footnote.Artifact critique
  7. Describe how enterprise procurement changes AI pricing conversations.Concept

Advanced Pricing AI Products: Seat, Usage, Outcome Questions

  1. Design a pricing model for an AI feature with high variable cost and unpredictable usage.Case
  2. How would you price an agent that completes a task rather than answers a question?Case
  3. Describe the conditions under which outcome-based pricing is actually feasible.Concept
  4. How do you set a fair-use limit without making customers feel metered?Case
  5. What happens to your pricing when model costs drop 60 percent in a year?Case
  6. Explain the pricing implications of a power-law usage distribution.Calculation
  7. Describe how to price differently for a customer whose queries are ten times more expensive.Case
  8. What is the argument for pricing below cost during a land-grab phase, and the risk?Concept
  9. How would you handle a customer whose usage makes them unprofitable?Case
  10. Explain the difference between value-based pricing and outcome-based pricing here.Concept
  11. How do you migrate existing customers to a new AI pricing model?Case
  12. What pricing signal tells you customers do not perceive the value you assumed?Concept
  13. How would you price a free tier that is expensive to serve?Calculation
  14. Explain how to structure pricing so cost increases do not require a repricing.Concept
  15. What is the relationship between pricing and your latency and quality tiers?Concept
  16. Design a three-tier pricing structure for an AI product and justify each boundary.Case
  17. Price a product I describe, and defend the model you chose.Interview

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