Building a document-based Q&A system is easier with the right tools. Open-source solutions like FlowiseAI and Qdrant enable efficient retrieval and AI-powered responses. This blog covers how to set up a system using FlowiseAI for automation, Qdrant as a vector database, and OpenAI embeddings for semantic search. From