RAG & Knowledge Basesfree

ArynPineconeChatWithData

by Austin LeeUpdated Aug 2026

Requires

AWS S3OpenAI

1/5

STEPS · 12

Run manually by an operator

Loads S3 documents parsed by Aryn into a Pinecone vector store with OpenAI embeddings, then answers chat questions through a retrieval agent.

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.