Original practice question. The scoring rubric is our teaching guide. How we research and score answers
TL;DR: Give a specific, personal reason connected to the lab's work and mission, show you understand its approach (including safety practices and how the company makes trade-offs), and offer a considered view, including where you have questions or disagree. Panels look for genuine engagement, intellectual honesty and the ability to change your mind, not cheerleading.
How to approach it
Do the homework: read the lab's published research, policies and product announcements. Reflect on what you actually think. Prepare to discuss trade-offs (speed versus safety, openness versus control, commercial pressure versus mission) without slogans.
A strong answer
Ground the preparation. Start from what the lab says about itself. Anthropic's careers page (checked November 2026) says that for non-technical roles it looks for "clarity, judgment, and a genuine interest in the mission" and that those interviews "are conversational". It does not publish PM failure rates or a universal interview sequence. The answer structure here is our original exercise.
Read the primary safety documents, and know their versions. Each frontier lab publishes a framework, and they change. As of November 2026, Anthropic's Responsible Scaling Policy is at version 3.4, effective 8 July 2026; version 3.0 was a comprehensive rewrite. Google DeepMind's Frontier Safety Framework added Tracked Capability Levels as of 17 April 2026. OpenAI publishes a Preparedness Framework; check its current version on OpenAI's site before citing it. Saying "your RSP" without knowing which version, or what changed, tells the interviewer you skimmed a summary.
Building an answer.
- A specific reason. Connect your experience to something particular about the lab: a research direction, how it deploys products, a policy position, the kind of problems PMs there work on. "I want to work on AI" is not a reason.
- Understanding of the approach. Describe how the lab approaches safety and deployment as you understand it (published frameworks, staged releases, usage policies), accurately and without overclaiming.
- An honest view. Share where you agree, and where you have questions. For example, how the lab balances commercial pressure with its stated commitments, or how it thinks about open release. Show that your view is informed and open to revision.
- What you would contribute. How your experience helps the lab's products and mission specifically.
Avoid. Buzzwords about transformation, uncritical praise, claims about internal practices you cannot know, or treating safety as a box to tick.
Follow the flow, one stage at a time.
Illustrated sequence; animation speed does not represent processing time.Read diagram description
Give a specific personal reason tied to the lab's work, show an accurate understanding of its approach to safety and deployment, offer an honest view including questions or disagreement, say what you would contribute, and stay open to a follow-up challenge.
Follow-up readiness. Expect challenges: "What would make you leave?", "Describe a time you changed your mind about something important", "What would you do if you disagreed with a launch decision on safety grounds?"
What interviewers probe next
"Where do you disagree with our approach?" Give a real, considered point with reasoning, tied to something in the published framework, and say what evidence would change your mind. "I am not sure the thresholds for X are measurable before deployment, and here is how I would test that" is a view. "Safety is very important" gives the interviewer nothing to discuss.
"How would you handle commercial pressure to ship before safety evaluations finish?" Explain respecting pre-agreed criteria, escalating clearly, and why that protects the company and users.
How it's scored
| Signal | Weak | Hire | Strong Hire |
|---|---|---|---|
| Motivation | Generic enthusiasm | Relevant reasons | Specific, personal reasons tied to the lab's work |
| Understanding | Buzzwords | Accurate summary | Accurate understanding of the approach, its trade-offs and its tensions |
| Candour | Uncritical praise | Mild questions | Considered disagreement or questions, openness to revising views |
Common mistakes
Praising everything without a view of your own.
Claiming knowledge of internal practices.
Treating safety as a talking point rather than a real trade-off.