Product design question
How would you improve Hume's EVI for emotionally sensitive use cases like mental-health support?
- Hume AI
- Product design
- Hard
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What this question tests
Tests product design for a sensitive, high stakes use case where emotional AI must genuinely help rather than risk harm.
How to approach it
- Define the specific risk: an emotionally responsive AI in a mental health context could misread distress, respond inappropriately, or give a user false confidence it can replace professional care.
- Prioritize safety boundaries first: clear scope limits on what EVI can and cannot do in this context, with explicit escalation to a human or crisis resource when signals suggest real risk.
- Design the emotional response carefully: validated, non presumptuous language that acknowledges what it detects without claiming certainty about a user's internal state.
- Build in human handoff pathways: a clear, low friction way to connect a user to a real crisis line or human support when the conversation indicates serious risk.
- Involve domain experts directly: mental health professionals should review conversation design and escalation triggers, not just engineers and product managers.
What a strong answer includes
- Treats crisis escalation as a first class design requirement, not an edge case, given the real stakes of a user in genuine distress.
- Proposes cautious, non presumptuous emotional language, avoiding the risk of an AI confidently misreading a user's emotional state and responding wrongly.
- Insists on mental health professional involvement in reviewing conversation design, recognizing this is outside what product and engineering judgment alone should decide.
Common mistakes
- Designing this like any other emotionally aware feature without addressing the specific crisis and harm risks unique to mental health contexts.
- No escalation path to human or professional support, leaving a user in real distress without a safe next step.
Likely follow-up questions
- How would you detect when a conversation should escalate to a crisis resource?
- How would you test this feature safely before real users interact with it?
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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