AI-powered 3D graphics are transforming mobile app design by enhancing user experiences with lifelike visuals and intuitive interfaces. This paper examines the impact of AI-driven 3D graphics on user engagement, performance, and design innovation in mobile applications. Through case studies, we demonstrate how AI enhances visual appeal and overall user experience, driving the future of mobile app design.