Pydantic Evals vs UpTrain
| Pydantic Evals | UpTrain | |
|---|---|---|
| Free plan | No | No |
| Free trial | No | No |
| Paid from | — | — |
| Open source | No | No |
| Platforms | Linux | api, self-hosted, Web |
| Free plan | Yes | — |
| Evaluation methods | Deterministic checks; custom evaluators; LLM judges; G-Eval; performance checks; report evaluators; span-based evaluation; agentic trajectory evaluation | preconfigured checks; custom prompt evaluations; custom Python evaluations; model-graded evaluations; classification; chain-of-thought classification; regression testing; experiments |
| Model support | OpenAI; Anthropic; Gemini; xAI; Bedrock; Cerebras; Cohere; Groq; Hugging Face; Mistral; OpenRouter; and other listed Pydantic AI providers | OpenAI; Azure; Claude; Mistral; Together AI; Anyscale; Ollama; Hugging Face; Replicate; custom endpoints |
| Safety evaluations | Yes | Yes |
| Deployment | self-hosted | hybrid |
| Prompt versioning | Yes | Yes |
| API access | Yes | Yes |
Both are listed in Best AI LLM Evaluation Tools. On The Geeks Club, Pydantic Evals scores higher on our published basis.