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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
- Install in eval job
- Define dataset
- Set thresholds
- Human-label sample
Related tools
In your assessment
Metric calibration + CI integration review