rag-services is an extensible platform that breaks down RAG pipelines into discrete microservices. It offers a document store service, a vector index service, an embedder service, multiple LLM inference services, and an orchestrator service to coordinate workflows. Each component exposes REST APIs, allowing you to mix and match databases and model providers. With Docker and Docker Compose support, you can deploy locally or in Kubernetes clusters. The framework enables scalable, fault-tolerant RAG solutions for chatbots, knowledge bases, and automated document Q&A.

Knibble.ai is an innovative AI-powered platform designed to enhance knowledge management. It offers custom AI chatbots and knowledge bases that can instantly retrieve and summarize information from various data sources. By leveraging the capabilities of ChatGPT, Knibble.ai enables organizations to improve customer support, streamline information retrieval, and automate data management processes, making it an indispensable tool for businesses looking to optimize their knowledge workflows.