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Head-to-head · LLM Observability & Evaluation

Langfuse vs OpenLLMetry

Both are alternatives to LangSmith. Here's how they stack up — verified facts, no spin.

Also searched as OpenLLMetry vs Langfuse — same comparison, one verdict.

90

Langfuse

TOP PICK

The self-hosted default for LLM tracing — MIT core, framework-agnostic.

OPEN SOURCEMIT Expat (core); ee/ directories under a separate enterprise licenceSELF-HOSTLOCAL-FIRST

Langfuse is the most widely adopted open LLM observability platform: tracing, evaluation, prompt management and cost tracking, deployable with Docker on your own infrastructure so traces containing customer data never leave your network. It is deliberately framework-agnostic — LangChain, LlamaIndex, the provider SDKs directly, or OpenTelemetry — which makes it the natural exit from a LangChain-shaped tool. At 32k stars with commits landing daily it is the healthiest project in this category. Licensing needs precision: the core is MIT Expat, while the ee/ directories carry a separate enterprise licence.

92

OpenLLMetry

Apache-2.0 OpenTelemetry instrumentation — send traces anywhere you already send them.

OPEN SOURCEApache-2.0SELF-HOSTLOCAL-FIRST

OpenLLMetry takes the opposite approach to a platform: it is a set of Apache-2.0 OpenTelemetry extensions that emit LLM traces in a standard format, so they flow into whatever you already run — Grafana, Datadog, Honeycomb, Jaeger or Traceloop's own hosted backend. If you already have observability infrastructure, this adds LLM visibility to it rather than asking you to adopt a second, parallel system. It is also the strongest hedge against lock-in: standard telemetry moves between backends by configuration.

Side by side

 LangfuseOpenLLMetry
Sovereignty Score9092
Open sourceYesYes
Self-hostableYesYes
Local-firstYesYes
LicenseMIT Expat (core); ee/ directories under a separate enterprise licenceApache-2.0
PricingFree to self-host — Docker Compose or Kubernetes, costs are your own infrastructure. A managed cloud with a free tier and paid plans exists if you would rather not run it.Free — Apache-2.0 instrumentation libraries. You pay only whatever backend you already send telemetry to; a hosted Traceloop backend is available separately.
The verdict

Langfuse is Macrostack's recommended LangSmith alternative, so it's our pick here.

Langfuse

Strengths

  • +Self-hosted: prompts and completions stay inside your network
  • +Framework-agnostic — not tied to any one orchestration library
  • +Tracing, evals, prompt management and cost tracking in one tool
  • +32k stars and daily commits — the most active project in this category

Trade-offs

  • Self-hosting means running Postgres, ClickHouse and the collector yourself
  • The MIT core stops at the ee/ directories; SSO and some enterprise features sit behind a separate licence
  • Evaluation tooling is less polished than LangSmith's if you live inside LangChain
  • Trace storage grows fast — retention policy is your problem to plan

OpenLLMetry

Strengths

  • +Apache-2.0 throughout — no enterprise-directory carve-out
  • +Standard OpenTelemetry: traces go to a backend you already operate
  • +The best protection against lock-in — switching backends is configuration
  • +Reuses your existing observability stack instead of adding a parallel one

Trade-offs

  • Instrumentation, not a platform — no evaluation or prompt-management UI
  • You need a trace backend already, or you are choosing one anyway
  • Generic backends render LLM traces less legibly than a purpose-built UI
  • Smaller project (about 7k stars) than Langfuse
See all 4 LangSmith alternatives →

Related alternative guides

Facts verified 2026-07-30. Licenses and pricing change — spotted something out of date? That's a correction we want.

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