Latest research in Mobile Device Forensic Tools focuses on developing advanced, AI-driven technologies and comprehensive frameworks to enhance the acquisition, analysis, and interpretation of data from mobile devices. Studies evaluate and compare widely used forensic tools such as Cellebrite UFED, XRY, Oxygen Forensics Detective, Magnet AXIOM, FTK, and Autopsy, highlighting their capabilities, limitations, and compliance with legal standards. Research also emphasizes tool effectiveness for both Android and iOS platforms, integration of cloud forensics, and support for blockchain-related investigations, while incorporating AI for automated pattern recognition and anomaly detection. These advancements collectively aim to improve the accuracy, efficiency, and reliability of mobile device forensic investigations, supporting law enforcement and cybersecurity efforts.