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RAG evaluation harness
Golden-set evals for retrieval quality, faithfulness, and latency before release.
TrialLLMOpsNew
- Why this ring
- RAG without evals is demo-ware. Pilot with a fixed golden set tied to your top 20 user questions.
- Production risk if ignored
- Hallucinated citations and stale retrieval erode enterprise trust in weeks.
- EU AI Act relevance
- Evidence for accuracy monitoring and post-market performance tracking.
- Typical effort
- weeks
- Medium FinOps impact
Use cases
- Enterprise RAG product
- Doc Q&A with citations
- Regulated answer accuracy
Adoption steps
- Build 20-50 golden Q&A pairs
- Define faithfulness thresholds
- Run Promptfoo/Ragas in CI
- Trace failures in Langfuse
Related tools
In your assessment
RAG eval coverage score + failure mode catalog