RAG Pipeline: From PDF Upload to Chat Answers

n8n · complex · 38 nodes

Wait Splitout Create Webhook is an n8n automation template that connects to external APIs to fetch, process, and route data within a document-based RAG pipeline. Trigger: manual. The workflow covers ZIP file download and extraction, PDF content parsing, recursive text splitting with 50k-character chunking, Mistral Cloud embeddings, Qdrant vector search and scroll, and an AI Agent backed by Window Buffer Memory and an OpenAI Chat Model. Integrations: HTTP Request. It suits teams building question-answering systems over structured document sets, such as tax code archives, without writing custom backend code. Total nodes: 38.