Bulma is a modern CSS framework based on Flexbox, emphasizing simplicity and ease of use, while UIKit provides a more comprehensive set of UI components along with a mobile-first approach and built-in animations. Bulma is ideal for quick, responsive layouts, whereas UIKit is better suited for applications needing extensive UI elements and customization.