Retrieve and answer Gmail email queries with Llama 3.2, mxbai-embed, and Qdrant

About

Self-Hosted This workflow provides a complete end-to-end system for automatically managing your inbox by reading incoming questions, matching them to approved guidelines, and sending consistent, 24/7 replies. By combining local AI processing with an automated retrieval-augmented generation (RAG) pipeline, it ensures fast resolution times without compromising data privacy or incurring ongoing AI API costs. Who is this for? This is designed for University Admissions, Student Support Teams, Cust