Interview prep

Responsible AI & Advanced Practice Interview Questions

6 subtopics, 120 questions. All 120 carry a written answer.

Responsible AI as a product requirement

  • How do you turn a responsible AI principle into a testable product requirement?
  • What safety requirements belong in every AI PRD regardless of feature?
  • Describe how you would assess a feature for potential harm before building it.
20 questions · 20 answered

Compliance and legal partnership

  • What does the EU AI Act require of a product like the one you last worked on?
  • Explain risk categorization under the EU AI Act in product terms.
  • How do you bring legal into an AI project early without slowing it down?
20 questions · 20 answered

AI product case study teardowns

  • Tear down a coding assistant: what is the core loop and where does it break?
  • Analyze how a major AI search product handles citation and grounding.
  • What product decisions explain why some AI note-takers retain users and others do not?
20 questions · 20 answered

Building an AI PM portfolio

  • What does a hiring manager actually open first in an AI PM portfolio?
  • Describe the three artifacts that make the strongest AI PM portfolio.
  • How do you present a shipped AI project when you cannot share the internal metrics?
20 questions · 20 answered

Agent product management specifics

  • What product decisions are unique to an agent versus a single-turn AI feature?
  • How do you scope what an agent is allowed to do?
  • Describe the permission model you would design for an agent acting in a user's account.
20 questions · 20 answered

Internal AI tooling and enablement products

  • Why do companies underinvest in internal AI tooling, and what does it cost them?
  • Describe the first internal AI tool you would build at a 500-person company.
  • How do you measure adoption of an internal AI tool?
20 questions · 20 answered