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Best AI LLM Observability Tools in 2026

For software built around large language models, observability can help you inspect requests, identify failures and assess outputs and costs. Compared on LLM trace capture, failure tracking, latency metrics, output evaluations and token cost tracking, these tools provide criteria for deciding which signals matter to your work. Free-plan access and retention can affect how much history you can review, while paid-from…

23 appsSorted 25 Oct 2026How we rank
18.7
W&B Weave logo

W&B Weave provides observability and continuous improvement tools for production AI agents.

Free planOpen sourceiOSWebAPI
From $60 a month
28.4
Opik logo

Opik helps teams building applications or agents that call an LLM log actions and evaluate behavior through development, testing, and production.

Free planOpen sourceWebAPILinux
From $19 a month
38.2
Langfuse logo

Langfuse is an open-source AI engineering platform for teams debugging, analyzing, and iterating on AI agent applications.

Free planOpen sourceWebAPILinux
From $29 a month
  1. 4LangWatch logo

    LangWatch

    LangWatch is an AI agent engineering platform for teams preparing agents for production.

    Free planOpen sourceWebAPILinuxmacOS
    8.2From €29 a month
  2. 5Agenta logo

    Agenta

    Agenta is an open-source workspace for teams to build, use, and automate AI coworkers.

    Free planOpen sourceWebAPISelf-hosted
    8.0From $29 a month
  3. 6LangSmith logo

    LangSmith

    LangSmith is a platform for building, evaluating, deploying, monitoring, and improving AI agents.

    Free planWebAPILinuxmacOS
    8.0$39 usage-based
  4. 7Braintrust logo

    Braintrust

    Braintrust is an observability platform for teams improving AI agents that run in production.

    Free planWebAPISelf-hosted
    7.7From $249 a month
  5. 8

    OpenLIT

    OpenLIT is an open-source Agent Harness Engineering platform for LLM tracing, evaluations, prompt management and cost tracking, built on OpenTelemetry.

    Free planOpen sourceWebAPILinuxmacOS
    7.7Free plan
  6. 9

    MLflow Tracing

    MLflow Tracing records inputs, outputs and metadata from steps in LLM application and agent requests, helping teams investigate bugs and unexpected behavior.

    Free planOpen sourceWebAPILinuxSelf-hosted
    7.2Free plan
  7. 10

    TruLens

    TruLens is a free, open-source Python SDK for tracing and evaluating AI agents, RAG applications, MCP apps, and summarization systems.

    Free planOpen sourceAPISelf-hosted
    7.2Free plan
  8. 11

    Lunary

    Lunary is an AI platform for enterprises and developers building chatbots or other applications powered by large language models.

    Open sourceWebAPISelf-hosted
    7.1From $20 a month
  9. 12Maxim AI logo

    Maxim AI

    Maxim AI is an evaluation and observability platform for simulating, assessing, and monitoring AI agents.

    Free planWebAPISelf-hosted
    7.0From $29 a month
  10. 13PromptLayer logo

    PromptLayer

    PromptLayer is a platform for teams that build and improve AI products.

    Free planWebAPISelf-hosted
    7.0From $49 a month
  11. 14Confident AI logo

    Confident AI

    Confident AI is an AI quality platform for evaluating application changes during development and monitoring AI applications in production.

    Free planWebAPISelf-hosted
    6.9From $200 a month
  12. 15Galileo logo

    Galileo

    Galileo is an observability, evaluation, and guardrail platform for generative AI and agentic applications.

    Free planWebAPISelf-hosted
    6.9From $100 a month
  13. 16Helicone logo

    Helicone

    Helicone is a platform for routing, debugging, and analyzing AI applications.

    Free planWebAPISelf-hosted
    6.9From $79 a month
  14. 17

    Arize AX

    Arize AX is a platform for improving AI agents by turning production behavior into issues, investigations, evaluations, and experiments.

    Free planWebAPISelf-hosted
    6.8From $50 a month
  15. 18

    Portkey

    Portkey is a platform for managing, observing, and governing generative AI across teams.

    Free planWebAPISelf-hosted
    6.8From $49 a month
  16. 19

    Respan (formerly Keywords AI)

    Respan (formerly Keywords AI) is an AI gateway with tools for observing, evaluating, and security testing AI systems.

    Free planWebAPISelf-hosted
    6.7From $199 a year
  17. 20Fiddler AI logo

    Fiddler AI

    Free planWebAPISelf-hosted
    6.4Free plan
  18. 21HoneyHive logo

    HoneyHive

    HoneyHive is an agent observability platform for teams that want to observe, evaluate, and improve AI agents in production.

    Free planWebAPISelf-hosted
    6.4Free plan
  19. 22

    Arize Phoenix

    Arize Phoenix helps teams trace, evaluate, debug, and improve AI applications.

    Free planWebAPISelf-hosted
    6.3Free plan
  20. 23

    OpenLLMetry

    OpenLLMetry is free, Apache-2.0 software for monitoring and debugging LLM application execution.

    Free planWebAPISelf-hosted
    6.1Free plan

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