RAG & Knowledge Basesfree

Complete RAG System with Automatic Source Citations Using Qdrant

by Davide BoizzaUpdated Aug 2026

RequiresOpenAIGoogle Gemini

Google Drive

1/5

FLOWS

STEPS · 10

Run manually by an operator

Indexes Google Drive documents into Qdrant with OpenAI embeddings, then answers chat questions via Gemini with source citations.

Google Docs — Google Gemini

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

On manual trigger, answers queries via a Gemini and OpenAI agent over a Pinecone vector store built from Google Docs, Sheets, and Drive.

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