Interview prep
Model Fluency & the AI PM Role Interview Questions
6 subtopics, 126 questions. All 126 carry a written answer.
What changes when the product is probabilistic
- Name three product decisions that change when a feature's output is probabilistic rather than deterministic.
- A traditional feature either works or has a bug. Explain why that framing breaks for an LLM feature.
- What does 'correct' mean for a summarization feature? Give a definition your engineering team could test against.
21 questions · 21 answered
AI PM vs traditional PM vs technical PM
- List four responsibilities an AI PM holds that a traditional PM does not.
- Which parts of the classic PM toolkit transfer unchanged to AI products, and which do not?
- Explain why an AI PM often owns the evaluation set while a traditional PM would not own a test plan.
21 questions · 21 answered
AI PM role variants: platform, applied, infra, research
- Describe the difference between an applied AI PM and a platform AI PM in terms of who their customer is.
- What does an AI infrastructure PM own that an applied AI PM does not?
- How does success get measured differently for a research-adjacent PM versus an applied PM?
21 questions · 21 answered
The AI literacy baseline every PM needs
- Explain what a token is and why a PM should care about it.
- Describe the difference between a context window and a model's memory.
- What is the practical difference between prompting, RAG and fine-tuning for a product decision?
21 questions · 21 answered
Working with ML engineers and researchers
- How do you write a requirement for a team whose output is a probability distribution?
- An engineer says the model cannot do that. What questions do you ask before accepting it?
- Describe how you would run a planning session when effort estimates are genuinely unknowable.
21 questions · 21 answered
Managing stakeholder expectations and AI hype
- Your CEO saw a demo on social media and wants that feature in six weeks. Structure your response.
- How do you set expectations about AI capability without sounding like you are blocking?
- Describe the difference between a demo and a product, using a concrete example.
21 questions · 21 answered