Online Evals Done Right: Runtime Scoring and Review Queues for Production LLM Systems

Towards AI
Generative AI

A practical guide to online evals that score live traffic, apply LLM-as-judge checks, route risky cases to review, and feed production failures back into offline tests. Article 3 in a series on eval loops for production LLM systems, with a companion reference implementation in llm-eval-ops. Article 1