llmware is a unified, open source, extensible framework for LLM-based application patterns including Retrieval Augmented Generation (RAG). For developers and enterprises to use Generative AI to deliver real business value, they need to connect their knowledge to AI. With llmware, you can go from enterprise data to generative AI in minutes.

This python package of llmware provides a comprehensive set of tools that anyone can use to rapidly build industrial-grade enterprise LLM-based applications. Key components include ingesting data, vector embeddings, creating datasets, connecting to proprietary and open-source embedding and inferencing models, auditing, and analytics.