The Bootstrap Chat application is built using standard components and minimal CSS editing, resulting in a simple yet appealing messaging UI. The guide enhances an existing chat application with Bootstrap 4, covering topics such as adding navigation, styling the message feed, lists, inputs, avatars, and auto-scrolling to the bottom of messages. The demo application demonstrates these techniques, allowing developers to style their own messaging UIs using Bootstrap.