RAG & Knowledge Basesfree

YT RAG Agent Backend Transcript-format-pineconeUpsert

by Adyl IttoUpdated Aug 2026

Requires

AirtableOpenAI

1/5

FLOWS

STEPS · 9

Execution path through the workflow

On manual trigger, pulls video records from Airtable, fetches transcripts via HTTP, and upserts OpenAI embeddings into Pinecone.

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.