Arize Phoenix
Arize Phoenix + Zilliz Cloud lets you measure and improve RAG pipeline performance with detailed analytics.
Use this integration for FreeAbout Arize Phoenix
Arize Phoenix is an open-source tool for evaluating Retrieval-Augmented Generation (RAG) pipelines. It provides metrics and insights to measure how well your RAG system retrieves relevant information and generates accurate responses.
The platform helps teams identify issues in their RAG implementations, track performance over time, and make data-driven improvements to their AI applications.
Why Zilliz Cloud and Arize Phoenix
Zilliz Cloud's vector database capabilities combined with Arize Phoenix's evaluation tools create a complete solution for building and optimizing RAG pipelines. Teams can store and retrieve vectors efficiently while getting detailed insights into their system's performance.
The integration helps teams identify which queries work well, which need improvement, and how changes to the retrieval system impact overall performance. This data-driven approach leads to better RAG applications.
How Zilliz Cloud and Arize Phoenix Work Together
Zilliz Cloud handles vector storage and similarity search, serving as the retrieval engine in your RAG pipeline. When queries come in, Zilliz Cloud finds the most relevant documents based on vector similarity.
Arize Phoenix then evaluates the quality of these retrievals and the generated responses. It measures factors like retrieval precision, answer relevance, and response accuracy. This data helps you fine-tune your RAG system for better performance.
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