Product design question
Design a low-latency voice agent experience that feels genuinely human.
- ElevenLabs
- Product design
- Hard
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What this question tests
Tests product design for the hardest usability bar in voice AI: making an interaction feel genuinely human, not just technically functional.
How to approach it
- Define what breaks the human feeling today: response latency, robotic turn taking, and an inability to handle interruptions or overlapping speech naturally.
- Prioritize latency first, since even a few hundred milliseconds of delay is what most reliably signals to a listener that they are talking to a machine.
- Design for natural turn taking: allow the agent to detect and gracefully handle interruptions, pausing rather than talking over the user or restarting its sentence.
- Add conversational texture: brief acknowledgments, natural pacing, and appropriate pauses, rather than a single unbroken generated response.
- Handle uncertainty gracefully: when the agent is unsure, it should ask a clarifying question the way a human would, rather than guessing or stalling silently.
- Confirm with the interviewer whether the target use case is customer support, where task completion matters most, or a more open ended companion style interaction, where texture matters more.
What a strong answer includes
- Names latency as the single biggest lever, correctly identifying it as the most common tell that breaks the illusion of a human conversation.
- Designs explicitly for interruption handling, since real human conversation is full of overlapping speech that most voice agents handle poorly.
- Adds natural conversational texture like brief acknowledgments and pacing, not just correct words, recognizing tone and rhythm matter as much as content.
- Ties the design to a measurable proxy, like user reported naturalness scores or call length as an indicator of comfort, rather than treating human likeness as unmeasurable.
Common mistakes
- Focusing only on voice quality or accent while ignoring latency and turn taking, which matter more to the human feeling.
- Designing a fixed, unbroken response style that ignores how real conversations involve interruption and overlap.
- No way to measure naturalness, treating it as a purely subjective, untestable goal.
Likely follow-up questions
- How would you handle a user who interrupts mid sentence with an unrelated question?
- What latency target would you set as the bar for feeling natural?
- How would you test whether a change actually made the agent feel more human?
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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