Strategy question
How would you design surge pricing for Uber or Lyft?
Practice this question out loud. An AI interviewer asks it, follows up like a real interviewer would, and scores your answer. Type or speak.
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What this question tests
Ability to design a pricing mechanism that balances marketplace supply and demand while managing rider trust.
How to approach it
- State the goal: use price to pull more drivers online and ration limited supply during demand spikes, not just to raise revenue.
- Define the trigger: a real-time ratio of open ride requests to available drivers in a geofenced zone.
- Design the multiplier curve, capping surge at a level that avoids fare shock, and decide how granular the geofence should be.
- Address trust: show riders the surge multiplier before they request, and consider a fare estimate lock so it doesn't rise mid-request.
- Consider driver incentives: does surge pay pull drivers from adjacent zones fast enough, or does it need extra notifications.
- Define success metrics and guardrails, like wait time, completion rate, and complaint rate, alongside revenue per ride.
What a strong answer includes
- Ties the multiplier directly to a measurable supply-demand ratio rather than a fixed schedule, so it responds to real conditions.
- Addresses the fairness backlash risk, citing caps during emergencies as a real constraint Uber and Lyft both apply.
- Gives an illustrative example: a 1.5x multiplier at a 3-to-1 request-to-driver ratio, clearly marked as an assumption.
- Weighs rider retention against short-term revenue, arguing surge should shrink wait time first, revenue second.
Common mistakes
- Designing surge purely as a revenue lever without addressing rider trust and fairness perception.
- Ignoring driver-side incentives and assuming supply reacts instantly to price.
Likely follow-up questions
- How would you cap surge during a genuine emergency?
- How would you measure whether surge pricing is working as intended?
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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