I will build a self hosted rag knowledge base with n8n and qdrant

I build self-hosted RAG pipelines that retrieve accurate information 

from your actual data not hallucinated answers from a general AI.

Live proof: I built and operate a RAG system with 6,876 vectors across 

336 US area codes. It answers questions about any city in America, 

routes to the nearest location when a city isn't in the network, and 

runs 24/7 on a $10/month Hetzner VPS. You can query it right now 

call 1-833-HIT-TALK and ask for studios anywhere in the US.

This is not a tutorial project. This is production infrastructure.

What you get:

- n8n ingestion workflow (CSV, database, website, or document)

- Qdrant vector database deployed and indexed with your data

- OpenAI embeddings configured and tested

- Custom system prompt tuned to your use case

- Chat interface or voice agent connected to your knowledge base

- Full source code + documentation

- I stay available until it works correctly

Perfect for: business directories, customer support bots, internal 

knowledge bases, product catalogs, appointment systems, or any use 

case where AI needs to answer from YOUR data not the internet.

Stack: n8n + Qdrant + OpenAI + Hetzner VPS