Originally published on Towards AI. This article shows you how to build a simple RAG chatbot in Python using Pinecone for the vector database and embedding model, OpenAI for the LLM, and LangChain for the RAG workflow. Hallucinations Large Language Model (LLM)-based chatbots, especially those utilizing Generative AI (GenAI), are incredibly powerful tools for answering a broad range of questions.