AI and Machine Learning play a crucial role in modern sports betting app development by enhancing prediction accuracy, personalizing user experiences, and optimizing real-time data analysis. These technologies empower apps to provide dynamic odds, detect betting patterns, and ensure fair play. As a result, they revolutionize user engagement and decision-making in the sports betting industry.