RAG & Knowledge Basesfree

Google Gemini File Search RAG System

by Davide BoizzaUpdated Aug 2026

RequiresGoogle Gemini

1/5

FLOWS

STEPS · 1

Run manually by an operator

On chat or manual trigger, an agent answers questions using Gemini file-search retrieval over uploaded documents.

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 manual run, embeds documents into Qdrant, then generates content with Gemini and OpenAI and writes results to Google Docs.