โ€” Coding Tool

Arize AI

Last updated 2026-07-12 ยท Reviewed by ToolForge Editorial

The observability platform for LLM and ML apps โ€” trace every prompt, catch drift, and debug hallucinations fast.

โ˜… 4.6/5 ยท 1K+ teams ยท Since 2019 ยท Free dev tier
Free dev tier Paid plans from $99/mo
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Datadog, but for your LLM calls

Arize is where LLM and ML teams go to see what their models are actually doing. Its open-source Phoenix gives you span-level traces of every prompt, token, and tool call, plus evals that catch bad outputs before users do. Instrument anything via OpenTelemetry and you get drift, cost, and hallucination monitoring across millions of calls.

Who it's for: ML and AI platform teams running LLM features in production.

Key features

Tracing LLM tracing (Phoenix)

Open-source Phoenix gives span-level traces of every LLM call โ€” latency, tokens, and cost.

Evals Offline & online scoring

Score outputs with LLM-as-judge, embeddings, and custom rubrics to catch failures early.

Monitor Drift & performance

Track embedding drift, hallucination rate, and latency across production traffic.

OpenTelemetry No lock-in

Instrument any framework โ€” LangChain, LlamaIndex, Bedrock โ€” with standard OTel.

The honest take

โœ“ What works

  • Phoenix is free and incredible for debugging
  • Framework-agnostic via OpenTelemetry
  • Best-in-class evals
  • Scales to production volumes
  • Strong docs and community

โœ— What doesn't

  • Full platform is enterprise-priced
  • Setup has a learning curve
  • Overkill for toy projects
  • Cloud costs at very high volume

Verdict

If you're shipping LLM features to real users, Arize (start with free Phoenix) is the fastest way to stop flying blind. It pairs naturally with LangSmith or AgentOps depending on your stack.

๐Ÿ’ก Transparency: This review contains affiliate links. If you sign up through our link, we may earn a commission at no cost to you. We only recommend tools we use ourselves. Full disclosure.

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Free dev tier Paid plans from $99/mo

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