Product design question
How would you improve Cultfit?
- Product design
- Easy
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
Product improvement thinking for a fitness membership service where retention, not just class variety, is the core lever.
How to approach it
- Clarify the core business model: Cultfit relies on recurring memberships, so retention and habit formation matter more than one time trial conversion.
- Segment members: highly consistent users who attend regularly versus at risk members whose attendance is dropping, a common churn predictor.
- Prioritize the at risk segment, since preventing churn is usually cheaper than acquiring new members.
- Propose an early warning system: flag members whose weekly attendance drops below a threshold and trigger a personalized re engagement nudge, like a free buddy pass or a class recommendation based on past preference.
- Address a second lever: simplify class booking during high demand slots, a common complaint that drives frustration driven churn.
- Define success as reduction in monthly churn rate and attendance frequency recovery among flagged at risk members.
What a strong answer includes
- Identifies churn, not class variety, as the highest leverage improvement for a membership fitness business.
- Proposes a concrete, checkable mechanism, an attendance drop trigger with a personalized nudge, rather than a vague more engagement idea.
- Gives an illustrative number, for example assuming this reduces monthly churn from 8 percent to 6 percent.
- Addresses booking friction during high demand slots, a specific, common, and fixable complaint.
Common mistakes
- Proposing to add more class types or locations without addressing retention, the actual core lever for a membership business.
- Ignoring booking friction, a frequently cited and fixable source of member frustration.
Likely follow-up questions
- How would you determine the right attendance drop threshold to trigger a re-engagement nudge?
- How would you balance investment between acquiring new members and reducing churn among existing ones?
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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 7: AI UX and human oversight: design for a system that is wrong sometimes
- Chapter 14: Get the job: the AI PM interview loop