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Observability
Arize Phoenix
Open-source LLM and vector observability platform with built-in evaluation and debugging.
Overview
Phoenix provides end-to-end tracing for LLM applications, vector store analytics, and dataset management. It features a lightweight Python SDK and a web UI for inspecting spans, filtering traces, and running evaluation metrics directly on production data.
Best for
- vector-db debugging
- LLM trace inspection
- open-source stack preference
Trade-offs
vs LangSmith
Phoenix is fully open-source and self-hostable with no vendor lock-in, while LangSmith offers deeper native LangChain/LangGraph integration and managed hosting.
What XeroHack pre-wires
When you pick Arize Phoenix in the interview, the engine emits these files into your scaffold:
- phoenix auto-instrumentation
- vector similarity search visualization
- RAG evaluation templates
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