RAG & Knowledge Basesfree

AI Workflow Recommender (RAG + Qdrant + Gemini)

by ARofiqi MaulanaUpdated Aug 2026

RequiresGoogle Gemini

1/5

FLOWS

STEPS · 11

Run manually by an operator

Embeds workflow data into Qdrant using Google Gemini, then answers chat queries with a RAG agent recommending matching workflows.

Google Docs — OpenAI

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

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.