This paper explores the evolving intersection between classical Islamic scholarship and modern technological advancements, specifically focusing on the role of Artificial Intelligence (AI) and digital tools in the authentication and preservation of Hadith literature. Historically, the science of Hadith underwent rigorous processes of transmission, verification, and documentation through established methodologies such as isnād analysis and matn criticism. With the emergence of digital technology, the preservation of Hadith texts has been significantly enhanced through digitization, archival systems, and online platforms, enabling broader accessibility and safeguarding rare manuscripts. More recently, AI technologies—such as machine learning, natural language processing (NLP), and data mining—have been applied to Hadith sciences, offering innovative ways to analyze narrator chains, detect textual inconsistencies, and classify Hadith based on authenticity. The paper further examines the contributions of digital platforms and AI applications in facilitating research, improving pedagogical practices, and democratizing access to Hadith knowledge. While acknowledging these advancements, the study also critically evaluates associated challenges, including ethical concerns, data integrity, over-reliance on automation, and the digital divide among scholars. Limitations in Arabic NLP models and the need for scholarly oversight are emphasized to ensure that technological tools remain accurate and respectful of the sacredness of Hadith traditions. Finally, the study offers future prospects and strategic recommendations, including cross-disciplinary collaboration, digital literacy training for scholars, and the establishment of global metadata standards. The conclusion underscores that while AI and digital tools can augment traditional methods, they must be employed within a framework of Islamic epistemology and scholarly integrity. By embracing innovation with caution and purpose, the Islamic scholarly tradition can thrive in the digital age while remaining anchored in its rich heritage.