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Arena (formerly Chatbot Arena) vs DeepEval

Both stand on llm evaluation tools. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

Arena (formerly Chatbot Arena)

Free plan Open source APISelf-hostedWeb

Arena combines public response comparisons with ranked results across a range of task areas. Users should note its daily usage limit and the stated use of conversations.

Visit Arena (formerly Chatbot Arena)

DeepEval

Free plan Open source APILinuxMac+3

DeepEval offers a broad toolkit for evaluating AI systems across modalities, metrics, and agent workflows. Its open-source edition is positioned for pre-production testing; enterprise collaboration and deployment options are described separately through Confident AI Evals.

Visit DeepEval

The facts

Arena (formerly Chatbot Arena)DeepEval
Free planYesYes
Open sourceYesYes
Runs onAPI, Self-hosted, WebAPI, Linux, Mac, Self-hosted, Web, Windows
Lowest paid planFree or on requestStarter: $200 a month
Plans published25
MakerNot publishedNot published
Websitearena.aideepeval.com
On llm evaluation tools#1 of 29#2 of 29

Arena (formerly Chatbot Arena): what it does well

  • Public leaderboards can be viewed without signing in
  • Rankings cover eight task areas
  • Open datasets are free to access
  • Commercial evaluations include service-level agreements

What to know first

  • Daily usage limit applies to all users
  • Video Arena permits two generations per 24 hours
  • Several modes require login
  • Conversations may be used for research and evaluations

DeepEval: what it does well

  • Pytest-native evaluations run in CI/CD
  • Lists more than 50 evaluation metrics
  • Evaluates text, images, and audio
  • Supports synthetic test data and persona simulations
  • Integrates with agent frameworks and model providers

What to know first

  • DeepEval OS is limited to pre-production testing
  • Default telemetry is sent to PostHog
  • OS results are kept in local files

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