RAG & Knowledge Basesfree

Turn Any Website into an AI Customer Support Chatbot (OpenAI + Pinecone)

by Dinakar SelvakumarUpdated Aug 2026

RequiresOpenAI

1/5

FLOWS

STEPS · 12

Run manually by an operator

On manual trigger, crawls a website with Firecrawl, indexes it into Pinecone, and answers visitor chats with an OpenAI 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.