kotaemon
Zilliz Cloud and kotaemon enable advanced RAG-based document QA with multi-modal support.
Use this integration for FreeAbout kotaemon
kotaemon is an open-source, customizable RAG UI for chatting with documents. It provides a clean, multi-user document QA web interface that supports both local and API-based language models. kotaemon offers a hybrid RAG pipeline with full-text and vector retrieval, enabling multi-modal QA for documents with figures and tables.
Designed for both end users and developers, kotaemon supports complex reasoning methods like ReAct and ReWOO. It features advanced citations with document previews, configurable settings for retrieval and generation, and an extensible framework for building custom RAG pipelines.
Why Zilliz Cloud and kotaemon
Integrating Zilliz Cloud with kotaemon creates a robust solution for document QA applications. Zilliz Cloud provides a scalable vector database for efficient similarity search, while kotaemon offers a user-friendly interface and advanced RAG capabilities. This combination enables developers to build sophisticated document QA systems with improved retrieval quality and multi-modal support.
The integration supports various use cases, including enterprise document search, research assistance, and collaborative document analysis. It allows businesses to leverage the power of Zilliz Cloud's vector search capabilities within kotaemon's flexible RAG framework, enhancing the overall performance and user experience of document QA applications.
How Zilliz Cloud and kotaemon works
The integration of Zilliz Cloud and kotaemon allows developers to use Zilliz Cloud as the vector store for kotaemon's hybrid RAG pipeline. Document embeddings generated by kotaemon are stored in Zilliz Cloud, enabling fast and accurate retrieval of relevant document segments based on user queries.
kotaemon's interface handles user interactions and query processing, while Zilliz Cloud manages the efficient storage and retrieval of vector embeddings. This combination supports advanced features like multi-modal QA, document previews with citations, and complex reasoning methods, all powered by Zilliz Cloud's high-performance vector search capabilities.
Learn
The best way to start is with a hands-on tutorial. This tutorial will walk you through how to build orchestration with kotaemon & Zilliz Cloud.
And here are a few more resources: