</>macrostackBrowse all
Head-to-head · LLM Observability & Evaluation

Helicone vs Phoenix (Arize)

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

Also searched as Phoenix (Arize) vs Helicone — same comparison, one verdict.

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.

62

Phoenix (Arize)

Strong evaluation tooling — but read the licence before you build on it.

SOURCE-AVAILABLEElastic License 2.0 (source-available, not OSI open source)SELF-HOSTLOCAL-FIRST

Phoenix is Arize's tracing and evaluation tool, and its evaluation workflow is among the best available: run experiments, score outputs against datasets, and inspect where a chain went wrong. It runs locally in a notebook or as a self-hosted service. The critical detail most listicles omit is the licence — Phoenix is Elastic License 2.0, which is source-available rather than open source. You may use and modify it, but you may not offer it to third parties as a hosted or managed service, and you may not circumvent its licence-key functionality.

Side by side

 HeliconePhoenix (Arize)
Sovereignty Score8862
Open sourceYesNo
Self-hostableYesYes
Local-firstYesYes
LicenseApache-2.0Elastic License 2.0 (source-available, not OSI open source)
PricingFree 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.Free to self-host under ELv2 for your own internal use. Arize's commercial platform is priced separately.
The verdict

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

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

Phoenix (Arize)

Strengths

  • +Excellent evaluation and experiment tooling — the strongest of this group
  • +Runs locally, including straight from a notebook
  • +Self-hostable, so traces stay in your infrastructure
  • +Actively developed, with commits landing daily

Trade-offs

  • Elastic License 2.0 — source-available, NOT open source; you cannot offer it as a managed service
  • The licence restriction is a real constraint if your product is itself a platform
  • Score of 62 reflects the licensing limitation, not the engineering quality
  • Smaller community 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.

The Macrostack brief

New swaps, worth your inbox.

A short, occasional email when we add a high-intent alternative or ship a new head-to-head. No spam, no selling your address — unsubscribe in one click.