Why interviewers test it
Eval design separates AI PMs from PMs who 'use AI'. Interviewers test whether you can describe a real evaluation pipeline, not just say 'we'd benchmark it'.
Practice questions that drill ai eval design
- Search relevance for a niche video catalog
- Match quality on a tutoring marketplace
- Design an AI-native travel planner
- AI tutor for adult language learners
- Add AI to meal planning without breaking trust
- Design evals for an AI support assistant
- Eval framework for an AI code-review assistant
- When is human-in-the-loop required?
- Latency vs. cost vs. quality on AI chat
- Launch criteria for an AI sales assistant
- Evals for an AI K-12 math tutor
- Eval framework for an AI search product
- Evaluate AI-generated UI components
- Smart routing between AI models
- Use synthetic data to train
- Design a beta for an AI feature
- Sunset an old AI model version
- Edge cases in AI moderation
Practice this concept in PrepOS
Open the practice simulator, select "AI eval design" under your weakest concepts, and the adaptive queue will surface reps that drill it first.
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