Best LLM Observability Tools in 2026

As language-model applications grow more involved, visibility into their runs, prompts, and costs can matter. Compared on agent tracing, LLM tracing, and retrieval tracing, these tools also specify LLM evaluations, prompt management, and token cost tracking. Deployment options help you consider how a tool may fit your environment; free-plan availability and paid-from pricing add cost context. Arize AX, Evidently AI, and Helicone are among the named options, alongside Langfuse. Consider which parts of model behavior and application flow you need to inspect, then use the listed tracing and evaluation capabilities to compare potential fits.

26ranked
23free plans on this page
$16.58/molowest paid tier
8 Oct 2026last checked

LLM Observability Tools, one module each.A lit port is something its maker publishes; 25 of 25 with a known API signal have a public API.

  1. 01 Arize AX API yesFREE yesDOCS 7.4$50/mo
  2. 02 Evidently AI API yesFREE yesDOCS 7.4$80/mo
  3. 03 Fiddler AI API yesFREE yesDOCS 7.4Free
  4. 04 Helicone API yesFREE yesDOCS 7.4$79/mo
  5. 05 Laminar API yesFREE yesDOCS 7.4$30/mo
  6. 06 Langfuse API yesFREE yesDOCS 7.4$29/mo
  7. 07 LangSmith API yesFREE yesDOCS 7.4$39/mo
  8. 08 LangWatch API yesFREE yesDOCS 7.4€29/mo
  9. 09 Opik API yesFREE yesDOCS 7.4$19/mo
  10. 10 Respan (formerly Keywords AI) API yesFREE yesDOCS 7.4$16.58/mo
  11. 11 W&B Weave API yesFREE yesDOCS 7.4$60/mo
  12. 12 Arize Phoenix API yesFREE yesDOCS 7.3Free
  13. 13 Braintrust API yesFREE yesDOCS 7.3$249/mo
  14. 14 Confident AI API yesFREE yesDOCS 7.3$200/mo
  15. 15 Galileo API yesFREE yesDOCS 7.3$100/mo
  16. 16 Giskard API yesFREE yesDOCS 7.3Free
  17. 17 HoneyHive API yesFREE yesDOCS 7.3Free
  18. 18 Maxim AI API yesFREE yesDOCS 7.3$29/mo
  19. 19 OpenLIT API yesFREE yesDOCS 7.3Free
  20. 20 OpenLLMetry API yesFREE yesDOCS 7.3Free
  21. 21 Parea AI API yesFREE yesDOCS 7.3$150/mo
  22. 22 Promptfoo API yesFREE yesDOCS 7.3Free
  23. 23 TruLens API yesFREE yesDOCS 7.2Free
  24. 24 AgentOps API yesDOCS 7.0$40/mo
  25. 25 Lunary API yesDOCS 6.9$20/mo
Compare all 25 in a table
#PlatformScoreFree planFromFree planPaid fromLLM tracingLLM evaluations
1Arize AX7.4Free plan$50/moYes50 /moYesYes
2Evidently AI7.4Free plan$80/moYesYesYes
3Fiddler AI7.4Free planFreeYesYesYes
4Helicone7.4Free plan$79/moYes79 /moYesYes
5Laminar7.4Free plan$30/moYes30 /moYesYes
6Langfuse7.4Free plan$29/moYes29 /moYesYes
7LangSmith7.4Free plan$39/moYesYesYes
8LangWatch7.4Free plan€29/moYesYesYes
9Opik7.4Free plan$19/moYes19 /moYesYes
10Respan (formerly Keywords AI)7.4Free plan$16.58/moYes199 /moYesYes
11W&B Weave7.4Free plan$60/moYes60 /moYesYes
12Arize Phoenix7.3Free planFreeYesYesYes
13Braintrust7.3Free plan$249/moYes249 /mo
14Confident AI7.3Free plan$200/moYes200 /mo
15Galileo7.3Free plan$100/moYes100 /mo
16Giskard7.3Free planFreeYes
17HoneyHive7.3Free planFreeYesYesYes
18Maxim AI7.3Free plan$29/moYes
19OpenLIT7.3Free planFreeYesYesYes
20OpenLLMetry7.3Free planFreeYesYes
21Parea AI7.3Free plan$150/moYes
22Promptfoo7.3Free planFreeYes
23TruLens7.2Free planFree
24AgentOps7.0$40/moYes40 /moYes
25Lunary6.9$20/moNoYesYes

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