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Ragas

Open-source RAG evaluation metrics for faithfulness, context quality, and answer relevancy.

TrialLLMOpsNew
Why this ring
De facto RAG metric library; pair with Langfuse datasets for production debugging.
Production risk if ignored
Uncalibrated LLM-as-judge scores create false confidence.
Typical effort
days
Medium FinOps impact

Use cases

  • RAG CI gates
  • Retrieval bake-offs

Adoption steps

  1. Install in eval job
  2. Define dataset
  3. Set thresholds
  4. Human-label sample

Related tools

In your assessment

Metric calibration + CI integration review