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@@ -102,14 +102,14 @@ We compared nine platforms, retaining the original six and adding LangSmith, Ari
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**Braintrust, Galileo, Langfuse, Arize AX, Datadog Agent Observability, and PostHog AI Observability are the six featured tools for the use cases evaluated here.** LangSmith, Arize Phoenix, and Helicone provide supplementary benchmarks for framework-native, self-managed OpenTelemetry, and gateway-oriented requirements.
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1.**[Langfuse](https://langfuse.com/docs):** fits tracing, evaluations, costs, and self-hosting.
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2.**[LangSmith](https://docs.langchain.com/langsmith/observability-concepts):** fits applications built with LangChain and LangGraph.
4.**[Braintrust](https://www.braintrust.dev/docs/observe):** fits evaluation-led AI development.
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5.**[Helicone](https://docs.helicone.ai/features/sessions):** fits gateway-level request and cost monitoring.
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6.**[Datadog Agent Observability](https://docs.datadoghq.com/llm_observability/):** fits unified AI and application monitoring.
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Galileo remains a strong specialist in automated quality and safety checks, Arize AX serves managed enterprise monitoring, and PostHog connects AI behavior to product analytics. Teams selecting an evaluation product rather than a broad observability stack can also compare the [best AI agent evaluation platforms in 2026](https://www.sim.ai/library/best-ai-agent-evaluation-platforms-2026).
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1.**[Braintrust](https://www.braintrust.dev/docs/observe):** fits evaluation-led AI development.
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2.**[Galileo](https://docs.galileo.ai/api/experiments-api-guide):** fits automated quality and safety checks.
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3.**[Langfuse](https://langfuse.com/docs):** fits tracing, evaluations, costs, and self-hosting.
5.**[Datadog Agent Observability](https://docs.datadoghq.com/llm_observability/):** fits unified AI and application monitoring.
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6.**[PostHog AI Observability](https://posthog.com/docs/ai-observability):** fits AI observability connected to product analytics.
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Supplementary profiles for LangSmith, Arize Phoenix, and Helicone cover framework-native, self-managed OpenTelemetry, and gateway-oriented requirements. Teams selecting an evaluation product rather than a broad observability stack can also compare the [best AI agent evaluation platforms in 2026](https://www.sim.ai/library/best-ai-agent-evaluation-platforms-2026).
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## Which AI observability tool is best for each use case?
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