Bulma is a lightweight CSS framework that focuses on simplicity and flexibility, making it suitable for rapid prototyping and projects that require minimal JavaScript. In contrast, Semantic UI offers a more comprehensive set of components with built-in JavaScript functionality, catering to larger projects that may benefit from a richer set of UI elements.