Best LM Evaluation Harness Alternatives in 2026

20 tools from AI LLM evaluation tools ranked against LM Evaluation Harness on the same published basis.

  1. 1LM Evaluation Harness vs Weights & Biases
  2. 2LM Evaluation Harness vs Evidently AI
  3. 3LM Evaluation Harness vs Vellum
  4. 4LM Evaluation Harness vs Opik
  5. 5LM Evaluation Harness vs Promptfoo
  6. 6LM Evaluation Harness vs Maxim AI
  7. 7LM Evaluation Harness vs DeepEval
  8. 8LM Evaluation Harness vs Giskard
  9. 9LM Evaluation Harness vs LangWatch
  10. 10LM Evaluation Harness vs Rhesis AI
  11. 11LM Evaluation Harness vs Galileo
  12. 12LM Evaluation Harness vs Langfuse
  13. 13LM Evaluation Harness vs Braintrust
  14. 14LM Evaluation Harness vs LangSmith
  15. 15LM Evaluation Harness vs NVIDIA NeMo Evaluator
  16. 16LM Evaluation Harness vs Arize Phoenix
  17. 17LM Evaluation Harness vs Confident AI
  18. 18LM Evaluation Harness vs HoneyHive
  19. 19LM Evaluation Harness vs OpenAI Evals
  20. 20LM Evaluation Harness vs Pydantic Evals

LM Evaluation Harness alternatives compared

#ToolScoreFree planFromRuns on
1Weights & Biases8.0Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
2Evidently AI7.8Free plan$80/moAPI, Linux, Mac, self-hosted, Web, Windows
3Vellum7.7Free plan$30/moAndroid, Browser, iOS, Mac, self-hosted, Web, Windows
4Opik7.5Free plan$19/moAPI, Linux, self-hosted, Web
5Promptfoo7.4Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
6Maxim AI7.3Free plan$29/moAPI, self-hosted, Web
7DeepEval7.2Free planFreeLinux, Mac, self-hosted, Windows
8Giskard7.1Free planFreeAPI, Linux, self-hosted, Web
9LangWatch7.1Free plan€29/moAPI, Linux, self-hosted, Web
10Rhesis AI7.1Free planFreeAPI, Linux, self-hosted, Web
11Galileo7.0Free plan$100/moAPI, self-hosted, Web
12Langfuse7.0Free plan$29/moAPI, self-hosted, Web
13Braintrust6.9Free plan$249/moAPI, self-hosted, Web
14LangSmith6.9Free plan$39/moAPI, self-hosted, Web
15NVIDIA NeMo Evaluator6.9Free planFreeAPI, Linux, self-hosted
16Arize Phoenix6.8Free planFreeAPI, self-hosted, Web
17Confident AI6.8Free plan$200/moAPI, self-hosted, Web
18HoneyHive6.8Free planFreeAPI, self-hosted, Web
19OpenAI Evals6.7No—API, self-hosted, Web
20Pydantic Evals6.7No—Linux
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Questions about LM Evaluation Harness alternatives

What is the best alternative to LM Evaluation Harness?

Weights & Biases, number 1 in AI LLM evaluation tools with a score of 8.0 out of 10. The others here: Evidently AI, Vellum, Opik and 16 more.

What is the best free alternative to LM Evaluation Harness?

Weights & Biases is the best-ranked alternative with a free plan. 18 of the 20 alternatives here publish a free plan on their own pricing pages.

How are these alternatives ranked?

Ranked on what each maker publishes, the fullest spec sheet first: how deeply the product is documented, the platforms it runs on, a free tier or trial to test it, and its standing.