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Best LLM Observability Tools in 2026

When you need visibility into model and application behavior, LLM observability tools offer different tracing, evaluation, and management features to compare. Check agent tracing, LLM tracing, and retrieval tracing to see which parts of a workflow are represented; then weigh LLM evaluations and prompt management. Token cost tracking can help you compare cost-visibility features, while deployment options, free-plan…

26 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
38.3
Evidently AI logo

Evidently AI evaluates, tests, and monitors machine-learning models, LLMs, RAG applications, and AI agents.

Free planOpen sourceWebAPILinux
From $80 a month
  1. 4Langfuse logo

    Langfuse

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

    Free planOpen sourceWebAPILinuxSelf-hosted
    8.2From $29 a month
  2. 5LangWatch logo

    LangWatch

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

    Free planOpen sourceWebAPILinuxmacOS
    8.2From €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. 7AgentOps logo

    AgentOps

    AgentOps is a developer platform for building AI agents and LLM applications.

    Free planOpen sourceWebAPISelf-hosted
    7.8From $40 a month
  5. 8Promptfoo logo

    Promptfoo

    Promptfoo helps developers and enterprises evaluate prompts and test AI applications for security risks.

    Free planOpen sourceWebAPILinuxmacOS
    7.8Free plan
  6. 9Braintrust logo

    Braintrust

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

    Free planWebAPISelf-hosted
    7.7From $249 a month
  7. 10

    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
  8. 11Giskard logo

    Giskard

    Giskard is a freemium platform for finding security and quality problems in AI agents before production use.

    Free planOpen sourceWebAPILinuxSelf-hosted
    7.6Free plan
  9. 12

    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
  10. 13

    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
  11. 14Maxim 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
  12. 15Confident 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
  13. 16Galileo logo

    Galileo

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

    Free planWebAPISelf-hosted
    6.9From $100 a month
  14. 17Helicone logo

    Helicone

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

    Free planWebAPISelf-hosted
    6.9From $79 a month
  15. 18

    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
  16. 19Laminar logo

    Laminar

    Laminar is an open-source observability and debugging platform for AI agents, designed around OpenTelemetry.

    Free planWebAPISelf-hosted
    6.8From $30 a month
  17. 20

    Parea AI

    Parea AI is a platform for experiment tracking, observability, and human annotation for teams building LLM applications for production.

    Free planWebAPISelf-hosted
    6.8From $150 a month
  18. 21

    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
  19. 22Fiddler AI logo

    Fiddler AI

    Free planWebAPISelf-hosted
    6.4Free plan
  20. 23HoneyHive 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
  21. 24

    Arize Phoenix

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

    Free planWebAPISelf-hosted
    6.3Free plan
  22. 25

    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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