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Agenta vs LangSmith

Which should you use? A side-by-side look at what each one does, who it suits, what it costs, how hard it is to set up, and where each falls short.

Agenta

AI tool · Open source

An open-source LLMOps platform combining a prompt playground, prompt versioning, evaluations and tracing.

LangSmith

AI tool · Freemium

LangChain's platform for tracing, evaluating and monitoring LLM apps, with a prompt hub and playground.

The short answer

Choose Agenta if you need…

  • Teams wanting a self-hostable prompt platform
  • Systematic prompt evaluation

Choose LangSmith if you need…

  • LangChain and LangGraph users
  • Dataset-based evaluation

Side-by-side

AgentaLangSmith
TypePrompting · Prompt managersPrompting · Evaluation & observability
PriceOpen sourceFreemium
PlatformsWeb, Self-hosted, APIWeb, API
Works withLangChain, OpenAILangChain, OpenAI
Hands-on tested by usNot yetNot yet
Last checked2026-10-292026-10-29

What each one is

Agenta

An open-source LLMOps platform combining a prompt playground, prompt versioning, evaluations and tracing. Good all-in-one open option. Smaller community than the biggest players, so expect fewer integrations.

LangSmith

LangChain's platform for tracing, evaluating and monitoring LLM apps, with a prompt hub and playground. Deep tooling, especially inside the LangChain ecosystem. Less compelling if you don't use LangChain.

Best for

Agenta

  • Teams wanting a self-hostable prompt platform
  • Systematic prompt evaluation

LangSmith

  • LangChain and LangGraph users
  • Dataset-based evaluation

Strengths

Agenta

  • Prompt playground and versioning
  • Human and automatic evaluation
  • Tracing
  • Self-hosting

LangSmith

  • Detailed run traces
  • Datasets and evaluators
  • Prompt hub and playground
  • Production monitoring

Frequently asked questions

What is the difference between Agenta and LangSmith?

Agenta: An open-source LLMOps platform combining a prompt playground, prompt versioning, evaluations and tracing. LangSmith: LangChain's platform for tracing, evaluating and monitoring LLM apps, with a prompt hub and playground. Agenta suits teams wanting a self-hostable prompt platform, while LangSmith suits langchain and langgraph users.

Are Agenta and LangSmith free?

Agenta: Open source. LangSmith: Freemium.

What are other alternatives to Agenta and LangSmith?

Other options people compare them with include PromptLayer, PromptHub, Langfuse, Arize Phoenix, Opik.

Keep comparing

Built from our catalogue entries for both products: open-source details come from each project's README (AI-assisted, refreshed weekly) and GitHub data; AI-tool details are editorial. Spotted something wrong? Let us know from either product's page.