TrueDepth machine learning is rapidly becoming one of the most influential technologies shaping the evolution of modern mobile applications. As artificial intelligence continues to gain mainstream traction, companies are increasingly integrating advanced AI capabilities into consumer-facing and enterprise mobile solutions. The State of Mobile 2025 report highlights this shift by revealing that AI chatbot and AI art generator applications were downloaded almost 1.5 billion times in 2024, generating 1.27 billion USD in in-app purchase revenue. These numbers confirm that AI-powered mobile experiences are not only popular but also commercially viable, encouraging organizations to explore new opportunities made possible by the intersection of machine learning and specialized hardware such as the TrueDepth camera system.