[::] Agentic Stacks

Arize Phoenix vs Traceloop

Pick two tools from the same category to compare side-by-side.

Arize Phoenix
Open-source LLM tracing and evaluation platform from Arize AI, built on OpenTelemetry.
Traceloop
OpenLLMetry — OpenTelemetry-based LLM tracing.
Category observabilityobservability
Vendor type hybridopen source
Pricing freemiumfreemium
Strengths
  • + OpenTelemetry-based instrumentation works across frameworks and providers
  • + Built-in evals, datasets, and experiments alongside tracing
  • + Self-hostable via pip, Docker, or Helm in addition to hosted cloud
  • + Prompt playground for replaying and comparing traced LLM calls
  • + OpenTelemetry-native; reuse existing tooling
  • + Open source
  • + Vendor-neutral export
Tradeoffs
  • − Elastic License 2.0 (ELv2) restricts offering Phoenix itself as a managed service
  • − Self-hosting means operating and scaling the collector and storage yourself
  • − Advanced enterprise monitoring features live in the separate commercial Arize platform
  • − LLM-specific UX is thinner than purpose-built tools
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