AI PM Role and Fundamentals
AI PM Role Types: Platform, Applied, Infra, Research Interview Questions
Not every AI PM job is the same. These questions cover what platform, applied, infrastructure and research PMs each own, who their users are, and how the day to day differs, so you can show you understand the role you are applying for.
- 21 questions with model answers
- 4 foundational · 11 intermediate · 6 advanced
Foundational AI PM Role Types: Platform, Applied, Infra, Research Questions
- Describe the difference between an applied AI PM and a platform AI PM in terms of who their customer is.Concept
- What does an AI infrastructure PM own that an applied AI PM does not?Concept
- Which variant is the best entry point for someone breaking into AI PM, and why?Interview
- Tell me which AI PM variant you want and defend the choice against the other three.Interview
Intermediate AI PM Role Types: Platform, Applied, Infra, Research Questions
- How does success get measured differently for a research-adjacent PM versus an applied PM?Concept
- Give an example roadmap item for a model platform PM and explain why it would never appear on an applied roadmap.Case
- Which role variant would you assign to owning the internal prompt library, and why?Case
- An AI platform PM's users are internal engineers. How does that change discovery?Case
- Explain the difference between an AI PM at a model lab and one at an application company.Concept
- How does the AI PM role differ at a company that trains its own models versus one that calls an API?Concept
- Describe the day-to-day of an agent platform PM.Concept
- Which variant carries the most compliance exposure and why?Concept
- What happens when one PM tries to cover applied and platform work simultaneously?Case
- Describe the internal tooling PM variant and why companies underinvest in it.Concept
- Which of these variants is most exposed to model provider deprecations?Concept
Advanced AI PM Role Types: Platform, Applied, Infra, Research Questions
- Describe the tension between a platform PM's abstraction goals and an applied PM's shipping deadline.Case
- What are the failure modes of a research PM who has no product surface to ship into?Concept
- How would you structure the AI PM function at a 200-person company launching its first AI features?Case
- What does an evals PM own, and should that be a distinct role?Concept
- Map the four role variants onto a company org chart and show the reporting lines you would choose.Case
- How would you decide whether your first AI hire should be a PM or an engineer?Interview