Low-Code

The seven-node Flowise pipeline for the Ornativa jewellery chatbot: PDF loader, recursive text splitter, OpenAI embeddings, in-memory vector store, conversational retrieval-QA chain, buffer memory, and ChatOpenAI.

Teaching a Chatbot to Talk Jewellery: Building Ornativa's Assistant with Flowise

How I built a retrieval-based (RAG) jewellery-store chatbot with Flowise — a low-code visual pipeline that reads a product catalogue, remembers context, and suggests alternatives when an item is out of stock. My Week 20 mini-project write-up.

Ajay Walia · Jul 1, 2026