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Arize Phoenix vs Braintrust

Arize PhoenixBraintrust

Bottom line: Arize Phoenix for engineers debugging LLM and agent apps; Braintrust for teams making evaluation a first-class part of development.

Open-source LLM and agent observability built on OpenTelemetry.

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Eval-first evaluation and observability platform for AI applications.

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Votes00
PricingFreemiumFreemium
CategoryCodingCoding
Tags
observabilityllm-evaluationopen-sourcetracingmonitoring
llm-evaluationobservabilityprompt-engineeringci-cdllmops
Best for
  • Engineers debugging LLM and agent apps
  • Teams wanting free, self-hosted observability
  • Eval-driven development workflows
  • Teams making evaluation a first-class part of development
  • Organizations wanting CI/CD quality gates for AI
  • Product and AI engineering teams iterating on prompts
Pros
  • Free and source-available, self-hosts in one command
  • Built on open OpenTelemetry standards
  • Strong tracing and evaluation for agents and RAG
  • Works locally, good for private/dev-time debugging
  • Backed by Arize's observability expertise
  • Deep, eval-first feature set with scorers, experiments, and statistical rigor
  • Strong CI/CD integration to catch regressions before deploy
  • Usage-based pricing with unlimited users, so no per-seat penalty
  • Powerful playground for prompt iteration and comparison
  • Tight loop between production logs and evaluation datasets
Cons
  • Production-scale features require paid Arize AX
  • Self-hosting means you run the infrastructure
  • Dynatrace acquisition may change roadmap/governance
  • Observability setup still requires instrumentation effort
  • Evaluation quality depends on judge models and config
  • Not open source; source-available and hosted model
  • Self-hosting locked to the Enterprise tier and a license key
  • Big price jump from free to $249 per month
  • SSO, RBAC, and self-host are gated behind Enterprise
  • Data- and score-based billing makes costs less predictable at volume

Comparison generated from each tool's listing. Add or remove tools above to change it.