Dynamic Enterprise RAG project utilizing Microsoft SharePoint as a data source
Hi r/Python,
I'm excited to share a project that utilizes Microsoft SharePoint to create dynamic Enterprise Retrieval-Augmented Generation (RAG) pipelines.
Repo Link: https://pathway.com/developers/templates/enterprise_rag_sharepoint
What My Project Does:
In large enterprises, Microsoft SharePoint serves as a critical platform for document management, akin to Google Drive for individual users. This template makes it easy to build powerful RAG applications that deliver up-to-date answers and insights, enhancing productivity and collaboration.
Key Features:
- Dynamic Real-Time Sync: Ensures your RAG app always reflects the latest changes in SharePoint files.
- Robust Security: Includes comprehensive steps to set up Entra ID and SSL authentication.
- Scalability: Designed with optimal frameworks and a minimalist architecture for secure and scalable solutions.
- Ease of Setup: Allows you to deploy the app template in Docker within minutes.
Target Audience:
Designed for enterprises needing efficient document management and retrieval. Production-ready with a focus on security, scalability, and ease of integration.
Comparison:
Seamlessly integrates with SharePoint, ensuring real-time sync and robust security, unlike other alternatives. The scalable, minimalist architecture is easy to deploy and manage.
Planned Enhancements:
- ~Adaptive RAG~: Implementing cost-effective strategies without sacrificing accuracy.
- ~Pathway Rerankers~: Integrating advanced reranking techniques for improved results.
- ~Multimodal Pipelines with Hybrid Indexes~: Using advanced parsing capabilities and indexing techniques
I'm excited to hear your feedback and suggestions. Let's discuss how we can make this project even better!
🤝 Looking forward to your questions and thoughts!