RAG & Knowledge Basesfree

Complete RAG System with Autoupdate Documents Using Qdrant

by Davide BoizzaUpdated Aug 2026

RequiresOpenAI

Google DriveGoogle Gemini

1/5

FLOWS

STEPS · 11

Run manually by an operator

On manual run or a Google Drive change, embeds Drive documents into Qdrant with OpenAI and answers chat questions via Gemini retrieval-augmented QA.

Email AI Auto responder. Summerize and send email

On incoming IMAP email, classifies and summarizes it using OpenAI and a Qdrant knowledge base, then sends an SMTP reply.

Reads IMAP email, classifies and summarizes it with OpenAI using Qdrant and Google Drive documents, then sends a reply via SMTP.

On manual run, indexes documents into Pinecone, then a Gemini agent retrieves context and writes outputs to Google Docs, Sheets, and Drive.