Turn websites into RAG chatbot knowledge bases with Apify, OpenAI and Pinecone
UnknownUnknown. This template uses community nodes we can't verify statically. Uses community nodes that can't be verified statically (unverified community packages are off by default in 3.0). Static check, last run 2026-10-19.
What this workflow does
This AI workflow has 7 nodes and runs manually, when you click “Execute workflow”. Along the way it connects OpenAI, Pinecone Vector Store and Ai Training Scraper (community).
How it runs
Trigger: Manually, when you click “Execute workflow”.
- Ai Training Scraper: uses Ai Training Scraper
- Process Chunks (Code): runs custom JavaScript code
- Split In Batches (Loop Over Items (Split in Batches)): loops over the items in batches
- OpenAI: work with embedding
- Combine Embedding with Data (Code): runs custom JavaScript code
- Pinecone Vector Store: stores documents in the Pinecone vector store
Services it uses
Before you upgrade to n8n 3.0
We can't fully verify this one: it relies on 1 community package, and n8n 3.0 turns unverified community packages off by default (N8N_UNVERIFIED_PACKAGES_ENABLED=false).
- Check that n8n-nodes-ai-training-scraper is verified or supports 3.0 (used in AI Training Scraper).
Nodes used (6)
- Code
n8n-nodes-base.code - Loop Over Items (Split in Batches)
n8n-nodes-base.splitInBatches - OpenAI
@n8n/n8n-nodes-langchain.openAi - Ai Training Scraper
n8n-nodes-ai-training-scraper.aiTrainingScraper - Pinecone Vector Store
@n8n/n8n-nodes-langchain.vectorStorePinecone - Manual Trigger
n8n-nodes-base.manualTrigger
From the author
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…