Estimation question
Imagine you created a new type of product that would replace the mobile phone. How would you determine how many units to manufacture?
- Estimation
- Hard
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What this question tests
Tests structured demand estimation for a hypothetical new product category, forcing explicit assumptions about addressable market and adoption curve.
How to approach it
- Clarify the scenario: a genuinely new device category replacing phones, assume something like AR glasses, launching to an initial target market.
- Define the addressable market: start from global smartphone users, about 5 billion, as the theoretical ceiling, then narrow to a realistic early-adopter segment.
- Estimate early-adopter penetration: assume 0.5% of smartphone users adopt in year one, about 25 million potential buyers.
- Adjust for real launch constraints: limited initial country availability and price sensitivity, applying a further 20% reachable-market discount, about 5 million addressable buyers.
- Estimate manufacturing units: plan initial production at 60-70% of the addressable estimate to avoid overproduction risk, roughly 3 million units.
- State the key sensitivity: the estimate is highly sensitive to the adoption-rate assumption, so recommend a phased ramp tied to real pre-order data.
What a strong answer includes
- Builds top-down from a real anchor, global smartphone users, before narrowing with explicit adoption and reach assumptions.
- Explicitly discounts for real launch constraints, geography and price sensitivity, rather than assuming instant global availability.
- Recommends underproducing relative to the raw estimate and ramping with real demand signals, sound judgment for high-uncertainty launches.
- Flags the adoption-rate assumption as the biggest source of estimate error, showing awareness of what could be wrong.
Common mistakes
- Guessing a units number with no anchor to a known market size or adoption logic.
- Committing to a large upfront manufacturing number without acknowledging demand uncertainty for a brand-new category.
Likely follow-up questions
- How would you adjust this if early pre-orders came in at half your estimate?
- What would your minimum viable production commitment be to avoid a costly overrun?
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Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 2: Data fluency: SQL, logs, and reading the truth yourself
- Chapter 9: Prove it paid off: outcomes, economics, and pricing
- Chapter 14: Get the job: the AI PM interview loop