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Arize Phoenix vs Helicone

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.

Arize Phoenix

AI tool · Open source

An open-source tool for tracing, evaluating and experimenting with LLM and agent applications, built on OpenTelemetry.

Helicone

AI tool · Freemium

An open-source LLM observability proxy that logs requests, costs and latency with a one-line integration.

The short answer

Choose Arize Phoenix if you need…

  • Local debugging of LLM traces
  • OpenTelemetry-based stacks

Choose Helicone if you need…

  • Quick cost and usage visibility
  • Caching and rate limiting LLM calls

Side-by-side

Arize PhoenixHelicone
TypePrompting · Evaluation & observabilityPrompting · Evaluation & observability
PriceOpen sourceFreemium
PlatformsSelf-hosted, Web, APIWeb, API, Self-hosted
Works withLangChain, LlamaIndex, OpenAIOpenAI, Anthropic
Hands-on tested by usNot yetNot yet
Last checked2026-10-292026-10-29

What each one is

Arize Phoenix

An open-source tool for tracing, evaluating and experimenting with LLM and agent applications, built on OpenTelemetry. Standards-based and free to run locally. Enterprise features live in Arize's paid platform.

Helicone

An open-source LLM observability proxy that logs requests, costs and latency with a one-line integration. Very easy to adopt. A proxy sits in your request path, so check reliability and data handling.

Best for

Arize Phoenix

  • Local debugging of LLM traces
  • OpenTelemetry-based stacks

Helicone

  • Quick cost and usage visibility
  • Caching and rate limiting LLM calls

Strengths

Arize Phoenix

  • OpenTelemetry tracing
  • LLM-as-judge evals
  • Prompt playground
  • Datasets and experiments

Helicone

  • Proxy-based request logging
  • Cost tracking
  • Caching
  • Prompt versioning

Frequently asked questions

What is the difference between Arize Phoenix and Helicone?

Arize Phoenix: An open-source tool for tracing, evaluating and experimenting with LLM and agent applications, built on OpenTelemetry. Helicone: An open-source LLM observability proxy that logs requests, costs and latency with a one-line integration. Arize Phoenix suits local debugging of llm traces, while Helicone suits quick cost and usage visibility.

Are Arize Phoenix and Helicone free?

Arize Phoenix: Open source. Helicone: Freemium.

What are other alternatives to Arize Phoenix and Helicone?

Other options people compare them with include Langfuse, Confident AI (DeepEval), LangSmith, Opik, promptfoo.

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.