LLM Evaluation Tools
Alternatives to Arena (formerly Chatbot Arena)
The tools Specifiction weighs against Arena (formerly Chatbot Arena), from its list of llm evaluation tools, each with its plans, platforms and spec score.
- 01
DeepEval DeepEval suits developers building evaluation pipelines for AI systems, particularly those who want tests to run in CI/CD or Python scripts.
From $200/mo Free plan Open source Web · Windows · macOS · Linux9.3 Visit Specs - 02
Braintrust Braintrust is aimed at teams operating AI agents in production, from early-stage teams to enterprises.
From $249/mo Free plan Web · API · Self-hosted9.2 Visit Specs - 03
Giskard Giskard suits teams evaluating conversational AI agents for security and quality issues before production.
Free plan Open source Web · Linux · API · Self-hosted8.7 Visit Specs - 04
Confident AI It suits engineers, QA teams, product managers, subject-matter experts, and annotators responsible for AI quality and governance.
From $200/mo Free plan Web · API · Self-hosted8.4 Visit Specs - 05
Promptfoo It suits developers and enterprises evaluating prompts or testing AI applications for risks.
Free plan Open source Web · Windows · macOS · Linux8.4 Visit Specs - 06
HELM HELM suits teams and researchers needing self-hosted, reproducible model evaluation across capabilities and safety.
Free plan Web · API · Self-hosted8.3 Visit Specs - 07
Maxim AI It suits cross-functional AI teams that need to evaluate agents and monitor them in production.
From $29/mo Free plan Web · API · Self-hosted8.1 Visit Specs - 08 TruLens Free plan Open source API · Self-hosted7.9 Visit Specs
- 09 AgentBench Linux · API · Self-hosted7.8 Visit Specs
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Galileo Galileo is designed for engineers, product managers and subject matter experts building AI applications.
From $100/mo Web · API · Self-hosted7.8 Visit Specs - 11 garak
garak suits teams and practitioners who want to scan language models for security and safety weaknesses.
Free plan Windows · macOS · Linux · Self-hosted7.8 Visit Specs - 12 Parea AI
It suits teams building production LLM applications that need evaluations, production observability, prompt testing, or human review.
From $150/mo Free plan Web · API · Self-hosted7.8 Visit Specs - 13 ARES Linux · API · Self-hosted7.7 Visit Specs
- 14 OpenCompass
It suits researchers and practitioners evaluating language and vision-language models.
Free plan Linux · API · Self-hosted7.6 Visit Specs - 15
DecodingTrust API · Self-hosted7.5 Visit Specs - 16 LM Evaluation Harness
It suits researchers, organizations, and developers comparing language models across standard or custom evaluations.
Free plan Linux · API · Self-hosted7.5 Visit Specs - 17 PyRIT
Security professionals and engineers evaluating generative AI behavior, safety, and data-leakage risks.
Free plan Web · Linux · API · Self-hosted7.5 Visit Specs - 18
Inspect AI Inspect AI suits developers and teams building or comparing language-model evaluations, agents, and safety checks.
Free plan API · Browser extension7.4 Visit Specs - 19 EvalPlus Linux · API · Self-hosted7.3 Visit Specs
- 20 HarmBench Linux · API · Self-hosted7.2 Visit Specs
- 21 LiveBench
LiveBench suits people comparing language models on objective tasks or running their own evaluations through supported API endpoints.
Web · Windows · macOS · Linux7.2 Visit Specs - 22
Ragas Linux · API · Self-hosted7.2 Visit Specs - 23 RAGChecker Free plan Self-hosted7.1 Visit Specs
- 24 SWE-bench
SWE-bench suits people evaluating language models on real software issues, particularly those able to set up Docker-based runs.
Web · Windows · macOS · Linux7.0 Visit Specs - 25 WebArena Self-hosted6.8 Visit Specs
- 26 kube-bench Linux5.6 Visit Specs
- 27 Lighteval 5.4 Visit Specs
- 28 OpenAI Evals Web5.4 Visit Specs
Arena (formerly Chatbot Arena), head to head
- Arena (formerly Chatbot Arena) vs DeepEval
- Arena (formerly Chatbot Arena) vs Braintrust
- Arena (formerly Chatbot Arena) vs Giskard
- Arena (formerly Chatbot Arena) vs Confident AI
- Arena (formerly Chatbot Arena) vs Promptfoo
- Arena (formerly Chatbot Arena) vs HELM
- Arena (formerly Chatbot Arena) vs Maxim AI
- Arena (formerly Chatbot Arena) vs TruLens
- Arena (formerly Chatbot Arena) vs AgentBench
- Arena (formerly Chatbot Arena) vs Galileo
- Arena (formerly Chatbot Arena) vs garak
- Arena (formerly Chatbot Arena) vs Parea AI