RAG & Knowledge Basesfree

PDF Proposal Knowledge Base with S3, OpenAI GPT 4o & Qdrant RAG Agent

by Joe SwinkUpdated Aug 2026

Requires

AWS S3OpenAI

1/5

FLOWS

STEPS · 9

Run manually by an operator

On manual run, extracts PDF proposals from AWS S3, embeds them into Qdrant with OpenAI, and answers questions via a chat RAG agent.

OpenAI Retrieval QA Chain

On manual trigger, answers questions via an OpenAI retrieval-QA chain backed by a workflow retriever.

On manual run, retrieves context from a source workflow and answers the query using OpenAI retrieval QA.

On incoming IMAP email, classifies and summarizes it using OpenAI and a Qdrant knowledge base, then sends an SMTP reply.