Build a RAG-Powered Document Assistant with Milvus & Cohere

Build your own AI assistant — powered by your documents.

This powerful RAG (Retrieval Augmented Generation) automation monitors a Google Drive folder for new PDFs, extracts their content, converts it into vector embeddings with Cohere, and stores them in Milvus. When queried, it retrieves the most relevant information and generates a context-aware response using OpenAI — creating a fully functional, self-learning AI agent.

Perfect for teams building knowledge bots, custom search tools, or intelligent assistants using private docs.

What it does:

📁 Monitors Google Drive for new PDFs and downloads them automatically

📄 Extracts and chunks text content for processing

🧠 Generates embeddings with Cohere and stores them in Milvus

🔍 Retrieves the most relevant chunks when a query is received

💬 Uses OpenAI to generate intelligent answers using retrieved context

🧷 Includes memory management to optimize performance and cost

✅ Setup guide & importable workflow included

Need help configuring Milvus, Cohere, or OpenAI? We offer full setup and testing for a one-time fee.