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DeepEval
Pytest-native LLM evaluation framework for correctness, safety, and RAG scorers.
TrialLLMOpsNew
- Why this ring
- Fits teams that already treat tests as CI contracts; complements Promptfoo YAML suites.
- Production risk if ignored
- Tiny fixture suites pass CI while production distributions fail.
- Typical effort
- days
- Low FinOps impact
Use cases
- Unit-test LLM apps
- Toxicity gates
- Regression suites
Adoption steps
- Add deepeval tests
- Run in CI
- Grow fixtures from Langfuse failures
Related tools
In your assessment
Pytest eval coverage review