Is DeepEval better than Ragas for unit testing hallucination rates and answer relevance in our CI CD pipeline for LLM applications?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is DeepEval better than Ragas for unit testing hallucination rates and answer relevance in our CI CD pipeline for LLM applications?
3 real searches · 1 real-search pass
DeepEval vs Ragas official documentation hallucination metric answer relevancy CI CD pytest integration 2026Google ↗
OBSERVED
DeepEval documentation hallucination metric answer relevancy evaluation pytest CIGoogle ↗
OBSERVED
Ragas documentation faithfulness answer relevancy metrics CI CD evaluationGoogle ↗
OBSERVED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
DeepEval vs Ragas official documentation hallucination metric answer relevancy CI CD pytest integration 2026 Google ↗
DeepEval documentation hallucination metric answer relevancy evaluation pytest CI Google ↗
Ragas documentation faithfulness answer relevancy metrics CI CD evaluation Google ↗
- GitHub - confident-ai/deepeval: The LLM Evaluation Framework · github.com
- Introduction to LLM Evals · deepeval.com
- List of available metrics · docs.ragas.io
- Response Relevancy · docs.ragas.io
- Frequently Asked Questions · deepeval.com
- Hallucination · deepeval.com
- RAG Evaluation · deepeval.com
- Answer Relevancy · deepeval.com
- Faithfulness · docs.ragas.io
- Ragas – Documentation · docs.ragas.io
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
DeepEval vs Ragas official documentation hallucination metric answer relevancy CI CD pytest integration 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
DeepEval documentation hallucination metric answer relevancy evaluation pytest CI OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Ragas documentation faithfulness answer relevancy metrics CI CD evaluation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |