RAG & Knowledge Basesfree

Complete RAG from PDF with Mistral OCR

by Davide BoizzaUpdated Aug 2026

RequiresOpenAIGoogle Gemini

Google Drive

1/5

FLOWS

STEPS · 13

Called by another workflow

On manual run, loads Google Drive PDFs, embeds them into Qdrant with OpenAI, and answers chat questions via Gemini retrieval 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.