Evaluating Model Capability and Limitations — AI Product Management R…
Testing claims against your specific use case
Steps in Evaluating Model Capability and Limitations
- Evaluating What a Model Can Actually Do — beginner · Testing capability claims against your specific use case
- Building an Eval Set — beginner · Creating a representative test set to measure model performance on your task
- Benchmarking Models for Your Use Case — beginner · Comparing models on metrics that matter for your product, not generic leaderboards
- Understanding Model Limitations — beginner · Where models reliably fail, and designing around it
- Red-Teaming AI Features — beginner · Proactively probing for failure modes before launch
- Continuous Evaluation After Launch — beginner · Monitoring model performance as usage and models evolve
Part of
- AI Product Management roadmap — the full learning path