#DeepEval
Artwork: The Judgment of Paris by Lucas Cranach the Elder. The Metropolitan Museum of Art · Public domain
EvaluationDeepEval vs Vally vs Waza vs convo-eval: A Technical Decision Guide
Match the evaluator to the evidence boundary: DeepEval for responses and traces, Vally for trajectories and workspaces, Waza for skills, and a licensed voice harness for deployed audio.
Artwork: Wheat Field with Cypresses by Vincent van Gogh. The Metropolitan Museum of Art · Public domain
EvaluationDeepEval: Pytest-Native Evaluation for LLM Applications and Agents
DeepEval is the strongest general-purpose starting point for Python LLM, RAG, and agent evaluation. Start with deterministic outcomes, then add calibrated semantic metrics where code falls short.