Q: How can I efficiently sample production traces for review?

LLMs
evals
faq
faq-individual
Published

July 28, 2025

It can be cumbersome to review traces randomly, especially when most traces don’t have an error. These sampling strategies help you find traces more likely to reveal problems:

As you get more sophisticated with how you sample, you can incorporate these tactics into the design of your annotation tools.

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This article is part of our AI Evals FAQ, a collection of common questions (and answers) about LLM evaluation. View all FAQs or return to the homepage.