Smart serious games are games which are primarily designed for a serious job such as education and training rather than entertainment. Mobile Phones are an essential enabler of smart serious games. Over the past few years, there has been an exponential growth in the security of the cyber-physical system of multiple operating systems. Security challenges have emerged from access scenarios in conventional operating systems. However, in Mobile Operating Systems, there is a lack of systematic study about mobile security measurement. Artificial Intelligence (AI) is one of the critical features which exists inside mobile operating systems. AI enhances the working of Mobile OS functionality by providing thinking on user behavior and extending the functionality. We explore some key security models for different mobile Operating System providers. In particular, the comparison of security policies implemented by multiple mobile operating system vendors. It's challenging to deal with and study the related data models and measurements for mobile operating system platforms. This paper collects, analyzes, and provides effective decisions about the existing research on multiple mobile operating systems. We consider the built-in security, Authentication, Data Protection, Device protection, Application Security, Device Wipe, Mobile Device Management, Cooperate Managed e-mail, Active Sync Support, Device Firewall, Security Certifications, and Virtualizations. AI supports all these features to help OS to extend its functionality for effective game management. We have focused on these components that clearly understand the Mobile operating system structure and support services. General, as well as specific features, are explored about the different platforms of the operating systems. The systematic research study is applied to these platforms to capture the response, and based on these responses, and we developed results based on the feedback and research responses. This comparison aims to make the right choice for mobile users to device the best mobile with a high-security Operating System installed for mobiles partaking serious games in cyber-physical environment.