Strategy question
Deepgram bundles STT+LLM+TTS at $0.08/min. How would you decide on this bundled pricing?
- Deepgram
- Strategy
- Hard
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What this question tests
Tests pricing strategy for a bundled product, weighing simplicity for customers against margin risk from variable underlying costs.
How to approach it
- Identify why bundling makes sense here: a customer building a voice agent needs all three components together, and pricing them separately adds integration friction and cost uncertainty.
- Check the bundle's cost structure: STT, the LLM call, and TTS each have different and independently variable costs, so a flat per minute price must be built from a realistic blended average, not a guess.
- Stress test the blend against usage variance: a customer with longer LLM generations per minute of audio costs more to serve than one with short responses, so pricing must not lose money on the heavy tail.
- Compare to unbundled pricing: keep a usage based unbundled option available for sophisticated customers who want to swap in their own LLM, protecting margin on that segment separately.
What a strong answer includes
- Explicitly models the three cost components separately before blending them into one price, rather than picking a flat number without justification.
- Flags the heavy tail risk directly: customers whose usage skews toward long LLM responses per minute of audio could erode margin under a flat blended rate.
- Proposes keeping an unbundled, usage based option alongside the flat bundle, protecting margin from customers who would otherwise select against the flat price.
Common mistakes
- Treating 0.08 dollars per minute as fixed and given rather than reasoning about the cost components that must justify it.
- Ignoring adverse selection, where the heaviest LLM users are drawn to the flat bundle while light users opt out.
Likely follow-up questions
- How would you detect that certain customers are unprofitable under this flat price?
- Would you offer a separate tier for customers who want to bring their own LLM?
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More questions from Deepgram
Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 4: Discovery and strategy for AI products
- Chapter 9: Prove it paid off: outcomes, economics, and pricing
- Chapter 14: Get the job: the AI PM interview loop