πŸ“– The AI Tool Bible

Braintrust vs Phoenix

A side-by-side look at pricing, capabilities, pros, cons, and our editorial scores.

Β 
Braintrust
Evaluation
Phoenix
Evaluation
TaglineEval, monitor, and improve AI products end-to-end.Open-source LLM and agent observability platform with tracing, evals, and experimentation built on OpenTelemetry.
CategoryEvaluationEvaluation
PricingFreemiumΒ· Free up to 1k events/day; team from $249/moFreemiumΒ· Open source (ELv2) + free Phoenix Cloud; paid Arize AX for enterprise
ModelPlatform (any LLM)Multi-model
Editorial score8.9 / 10β€”
Use cases
evalsmonitoringprompt management
llm-tracingagent-debuggingllm-evaluationprompt-experimentsrag-observability
Pros
  • Full eval + observability in one tool
  • Excellent UX
  • Strong dataset/experiment tracking
  • Closed loop dev β†’ prod
  • Genuinely open source (ELv2) with self-host parity, not a crippled OSS shell
  • Native OpenTelemetry means no vendor lock-in for instrumentation
  • Covers tracing, evals, annotation, and experiments in one tool
  • Framework-agnostic: LangChain, LlamaIndex, DSPy, CrewAI, raw SDK calls all work
Cons
  • Team pricing is steep
  • Smaller than LangSmith ecosystem-wise
  • Self-hosting still requires you to manage storage, retention, and upgrades
  • Eval UX is less polished than some managed competitors like LangSmith
  • Free cloud tier is capped at two instances
Websitewww.braintrust.devphoenix.arize.com
Pick Braintrust if
  • βœ… Full eval + observability in one tool
  • βœ… Excellent UX
  • βœ… Strong dataset/experiment tracking
  • βœ… Closed loop dev β†’ prod
Pick Phoenix if
  • βœ… Genuinely open source (ELv2) with self-host parity, not a crippled OSS shell
  • βœ… Native OpenTelemetry means no vendor lock-in for instrumentation
  • βœ… Covers tracing, evals, annotation, and experiments in one tool
  • βœ… Framework-agnostic: LangChain, LlamaIndex, DSPy, CrewAI, raw SDK calls all work
Braintrust vs Phoenix β€” side-by-side comparison Β· The AI Tool Bible