This video explains and demonstrates how to build a custom AI chatbot using your own data through Retrieval Augmented Generation (RAG). The presenter, Timi, walks through the fundamental concepts of RAG, including keyword matching and vector embeddings, and then applies these concepts to a practical project. The tutorial covers data preparation, using embedding models, constructing a RAG pipeline, and testing/improving performance, with a focus on making AI accessible and understandable.