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Head-to-head · LLM Observability & Evaluation

OpenLLMetry vs Helicone

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

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

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.

88

Helicone

Gateway and observability in one — one integration instead of two.

OPEN SOURCEApache-2.0SELF-HOSTLOCAL-FIRST

Helicone is an Apache-2.0 AI gateway with logging, cost tracking and caching built into the routing layer, which makes it a genuine two-birds option: point your client at Helicone and you get both the gateway and the observability without instrumenting your application code at all. That proxy-based approach is the practical distinction — nothing to add to your codebase, at the cost of only seeing what passes through the proxy.

Side by side

 OpenLLMetryHelicone
Sovereignty Score9288
Open sourceYesYes
Self-hostableYesYes
Local-firstYesYes
LicenseApache-2.0Apache-2.0
PricingFree — Apache-2.0 instrumentation libraries. You pay only whatever backend you already send telemetry to; a hosted Traceloop backend is available separately.Free and self-hostable under Apache-2.0. Hosted service has a free tier of roughly 10,000 requests per month, with paid plans starting around $79/month.
The verdict

OpenLLMetry edges it on the Sovereignty Score, but the right pick depends on the trade-offs below.

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

Helicone

Strengths

  • +Apache-2.0, fully self-hostable
  • +Proxy-based — no code instrumentation needed to start
  • +Gateway and observability in one component
  • +Real free tier on the hosted version for evaluating it

Trade-offs

  • Only sees traffic through the proxy — no visibility into internal agent steps
  • Weaker evaluation tooling than Langfuse or LangSmith
  • Smaller project (about 6k stars)
  • Adds a proxy hop to every model call
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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