Best LLM Observability & Eval Tools

Shipping an LLM feature without evals is shipping blind: outputs drift, costs creep, and regressions are invisible until a customer finds them. These log every call, score outputs against test sets, and turn prompt changes into something you can measure.

  1. 1
    LangSmithFreemium

    The natural pick if you already use LangChain — traces every chain step without extra wiring.

    Observability and evals for LangChain apps.

  2. 2
    HeliconeFreemium

    One line of proxy config gets you logs, cost tracking, and caching across providers.

    Logs, costs, and caching for LLM apps in one platform.

  3. 3
    BraintrustFreemium

    Eval-first: build test sets, score model output, and compare prompt versions like code changes.

    Evals and observability platform for AI engineers.

  4. 4
    PromptLayerFreemium

    Lets non-engineers edit and A/B prompts without a deploy.

    Prompt management and A/B testing for LLM apps.

  5. 5
    HumanloopFreemium

    Prompt management and evals for product teams shipping LLMs.

  6. 6
    PromptwatchFreemium

    Debug, trace, and optimize your LLM applications with full visibility.