Evaluating LLM accuracy with RAGAS: a practical walkthrough
RAGAS provides a reference-free evaluation framework for RAG systems that measures faithfulness, answer relevancy, context precision, and context recall using LLM-as-judge techniques. This walkthrough covers setting up RAGAS, interpreting each metric, and integrating evaluation into a CI pipeline to catch regressions before they reach production.
ragasevaluationragllmtesting
16 July 2026