Pydantic Evals vs Ragas

Pydantic Evals

5.6 #25 in AI LLM Evaluation Tools

About Pydantic Evals

Ragas

7.0 #19 in AI LLM Evaluation Tools

About Ragas
Pydantic EvalsRagas
Free planNoNo
Free trialNoNo
Paid from——
Open sourceNoNo
PlatformsLinuxapi, Linux, self-hosted
Free planYesYes
Evaluation methodsDeterministic checks; custom evaluators; LLM judges; G-Eval; performance checks; report evaluators; span-based evaluation; agentic trajectory evaluation—
Model supportOpenAI; Anthropic; Gemini; xAI; Bedrock; Cerebras; Cohere; Groq; Hugging Face; Mistral; OpenRouter; and other listed Pydantic AI providers—
Safety evaluationsYes—
Deploymentself-hostedself-hosted
Prompt versioningYesYes
API accessYes—

Both are listed in Best AI LLM Evaluation Tools. On Inferse, Ragas scores higher on our published basis.