Catalog/Development Tools/Phoenix by Arize

Phoenix by Arize

Open-source ML observability platform for monitoring, debugging, and improving LLM applications.

Development ToolsFree
4.7 (1876 reviews)
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Key Features

  • LLM traces
  • Embeddings analysis
  • Prompt debugging
  • Performance monitoring
  • Dataset analysis
  • Integrations

Pros

  • Comprehensive observability
  • Open source
  • Good visualizations
  • Embedding analysis
  • Notebook integration
  • Free to use

Cons

  • Complex setup
  • Resource intensive
  • Limited documentation
  • Steep learning curve
  • Python-focused
  • Early stage features

Use Cases

Best For:

ML debuggingLLM monitoringResearch projectsEmbedding analysisPerformance optimization

Not Recommended For:

Simple loggingNon-Python projectsQuick setup needsBasic monitoring

Recent Reviews

John Developer
2 weeks ago

Excellent tool that has transformed our workflow. The API is well-documented and easy to integrate.

Sarah Tech
1 month ago

Great features but took some time to learn. Once you get the hang of it, it's incredibly powerful.

Mike Business
2 months ago

Best investment for our team. Increased productivity by 40% in just the first month.