API Development in AI Infrastructure involves designing and building interfaces that enable seamless communication between software applications and deployed machine learning models. These APIs facilitate integration, allowing external systems to send data and receive predictions or insights efficiently, ensuring scalable and secure access to AI functionalities for various applications, from web services to enterprise solutions.