Best Confident AI Alternatives in 2026

20 platforms from AI LLM evaluation tools ranked against Confident AI on the same published basis.

  1. 1Confident AI vs Braintrust
  2. 3Confident AI vs Evidently AI
  3. 4Confident AI vs Galileo
  4. 5Confident AI vs Giskard
  5. 6Confident AI vs HoneyHive
  6. 7Confident AI vs Langfuse
  7. 8Confident AI vs LangSmith
  8. 9Confident AI vs LangWatch
  9. 10Confident AI vs Maxim AI
  10. 11Confident AI vs NVIDIA NeMo Evaluator
  11. 12Confident AI vs Opik
  12. 13Confident AI vs Promptfoo
  13. 14Confident AI vs Rhesis AI
  14. 15Confident AI vs Weights & Biases
  15. 16Confident AI vs Arize Phoenix
  16. 17Confident AI vs Inspect AI
  17. 18Confident AI vs LM Evaluation Harness
  18. 19Confident AI vs OpenAI Evals
  19. 20Confident AI vs Ragas
  20. 21Confident AI vs UpTrain

Confident AI alternatives compared

#PlatformScoreFree planFromRuns on
1Braintrust7.3Free plan$249/moAPI, self-hosted, Web
3Evidently AI7.3Free plan$80/moAPI, Linux, Mac, self-hosted, Web, Windows
4Galileo7.3Free plan$100/moAPI, self-hosted, Web
5Giskard7.3Free planFreeAPI, Linux, self-hosted, Web
6HoneyHive7.3Free planFreeAPI, self-hosted, Web
7Langfuse7.3Free plan$29/moAPI, self-hosted, Web
8LangSmith7.3Free plan$39/moAPI, self-hosted, Web
9LangWatch7.3Free plan€29/moAPI, Linux, self-hosted, Web
10Maxim AI7.3Free plan$29/moAPI, self-hosted, Web
11NVIDIA NeMo Evaluator7.3Free planFreeAPI, Linux, self-hosted
12Opik7.3Free plan$19/moAPI, Linux, self-hosted, Web
13Promptfoo7.3Free planFreeAPI, Linux, Mac, self-hosted, Web, Windows
14Rhesis AI7.3Free planFreeAPI, Linux, self-hosted, Web
15Weights & Biases7.3Free plan$60/moAPI, iOS, Linux, Mac, self-hosted, Web, Windows
16Arize Phoenix7.2Free planFreeAPI, self-hosted, Web
17Inspect AI7.2Free planFreeAPI, Browser
18LM Evaluation Harness7.2Free planFreeAPI, Linux, self-hosted
19OpenAI Evals7.0No—API, self-hosted, Web
20Ragas7.0No—API, Linux, self-hosted
21UpTrain7.0No—API, self-hosted, Web
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Questions about Confident AI alternatives

What is the best alternative to Confident AI?

Braintrust, number 1 in AI LLM evaluation tools with a score of 7.3 out of 10. The others here: Evidently AI, Galileo, Giskard and 16 more.

What is the best free alternative to Confident AI?

Braintrust is the best-ranked alternative with a free plan. 17 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, open and connectable first: a public API, open-source code, the depth of its documentation and a free tier to try it on. Model lists are sorted by the figure in their title, exactly as each provider publishes it.