RAG & Knowledge Basesfree

Turn Websites into RAG Chatbot Knowledge Bases with Apify, OpenAI and Pinecone

by Blukaze AutomationsUpdated Aug 2026

RequiresOpenAI

1/5

STEPS · 6

Run manually by an operator

Scrapes website content with Apify, embeds it with OpenAI, and upserts the vectors into Pinecone for a RAG knowledge base.

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.