Website-to-RAG AI Knowledge Base

A reusable system that crawls a website, chunks and embeds its content, stores the knowledge in Pinecone, and prepares it for semantic-search-powered AI conversations.

How we solved it

Businesses have valuable information scattered across websites, documentation and marketing pages, but conventional chatbots can't reliably ground answers in that source material. This pipeline automates ingestion from a website into a vector knowledge base — a reusable foundation for support bots, internal search, and product assistants.

Description for screen readers
Website-to-RAG AI Knowledge Base — an n8n pipeline by GitzTech that crawls a website and embeds its content into Pinecone as a semantic-search-ready AI knowledge base.