Product design question
Your team has developed a new text-to-video model. If you were the PM responsible for bringing this to market, how would you approach productizing it?
Practice this question out loud. An AI interviewer asks it, follows up like a real interviewer would, and scores your answer. Type or speak.
Start a mock interview on this question · Mock interview from a job description
What this question tests
Ability to take a research capability and define a go to market product, including target user, packaging, and quality and safety guardrails.
How to approach it
- Clarify scope: consumer creative tool, enterprise or marketing use case, or an API for developers, since packaging differs completely.
- Identify the strongest initial use case based on current model quality: short form social clips are more forgiving of imperfect output than film grade content.
- Propose the initial product: a simple prompt to short clip tool aimed at social content creators and marketers, not a general filmmaking tool yet.
- Define quality and safety guardrails: labeling AI generated video and content moderation to prevent misuse like deepfakes.
- Define success: generation to share rate, and a quality bar of generations rated usable by testers.
- Propose a phased plan: start narrow with a high tolerance use case, then expand as quality improves.
What a strong answer includes
- Matches the initial target use case to the model's actual current quality level, avoiding an overpromised launch.
- Includes labeling and misuse guardrails as a first class requirement, not an afterthought.
- Proposes a phased expansion plan tied to quality improvement, showing realistic product sequencing.
Common mistakes
- Proposing a broad, ambitious use case like professional filmmaking that current quality likely cannot support.
- No mention of misuse or safety guardrails for a technology with clear deepfake risk.
Likely follow-up questions
- How would you handle requests to generate content involving real people?
- What would your quality bar be before expanding to longer form video?
More product design questions
- Design an AI agent that can take actions on behalf of users. How would you define its permissioning and control model?OpenAI · Product design · Hard
- What safeguards and UX would you build for ChatGPT's teen and underage users?OpenAI · Product design · Hard
- Design a feature that lets non-technical users build and share Custom GPTs.OpenAI · Product design · Medium
- Design an onboarding flow for a first-time ChatGPT user who has never used an AI chatbot.OpenAI · Product design · Easy
- How would you improve ChatGPT's memory feature for power users?OpenAI · Product design · Medium
- You are designing a Codex-based workflow that helps analysts create, test, and deploy detection content inside their existing security stack. What product requirements would you define so that analysts can trust the output enough to use it in production? Be specific about inputs, review and approval steps, evidence shown to the analyst, failure handling, and how the workflow fits into real detection engineering habits.OpenAI · Product design · Hard
More questions from these companies
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