Turn websites into RAG chatbot knowledge bases with Apify, OpenAI and Pinecone
This n8n template transforms any website into a fully functional RAG-ready chatbot knowledge base. It crawls sites using the AI Training Data Scraper community node, chunks content intelligently, generates embeddings, and stores everything in Pinecone for semantic search-powered conversations. Perfect for turning documentation, blogs, or marketing sites into instant AI chat assistants. Use cases - Convert documentation sites into intelligent support chatbots - Build product knowledge bases from
At a glance
Turn websites into RAG chatbot knowledge bases with Apify, OpenAI and Pinecone is a ready-made n8n workflow you import as a workflow JSON file — no build required. It connects OpenAI, Hugging Face. It's free to download. Follow the 5-step import below to go live in minutes.
- Platform
- n8n
- Connects
- OpenAI, Hugging Face
- Modules
- 7
- Price
- Free
- Version
- v1.0

About this workflow
This n8n template transforms any website into a fully functional RAG-ready chatbot knowledge base. It crawls sites using the AI Training Data Scraper community node, chunks content intelligently, generates embeddings, and stores everything in Pinecone for semantic search-powered conversations. Perfect for turning documentation, blogs, or marketing sites into instant AI chat assistants. Use cases - Convert documentation sites into intelligent support chatbots - Build product knowledge bases from marketing websites - Create internal search tools from company intranets - Power customer support agents with scraped competitor analysis - Generate training data for fine-tuning company-specific AI models Good to know This workflow connects to external services requiring API credentials. Works on n8n Cloud and self-hosted instances. Initial setup takes 10 minutes including community node installation. Requirements - n8n Cloud or self-hosted instance - Community Node - Apify API key - OpenAI API key - Pinecone account & index Customising this workflow - Replace Pinecone with Qdrant, Weaviate, or pgvector for self-hosted vector storage - Swap OpenAI embeddings with Ollama or Hugging Face for zero-cost processing - Add content filtering by language, code presence, or section type - Extend with conversation memory using Redis or Postgres - Build a frontend dashboard for managing multiple website indexes - Add multi-site RAG (query across multiple domains simultaneously)
How to import this n8n workflow
- 1
Download the workflow JSON file after purchase.
- 2
Open n8n → click the menu → Import from File.
- 3
Select the downloaded JSON and import.
- 4
Set up credentials for each node that requires them.
- 5
Click Execute Workflow to test, then activate.
Setup guide
Setup guide included
Purchase to unlock the full step-by-step guide
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- JSON blueprint — instant download
- Setup guide PDF included
- 5 downloads · valid 30 days
- Works with n8n
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