International Journal of Scientific Research and Engineering Development

AI-driven adaptive user interfaces (AUI) represent a significant advancement in human-computer interaction. These systems dynamically adjust layout, structure, and functionality based on user behavior, preferences, and contextual data. Unlike traditional static interfaces, adaptive systems improve usability, efficiency, and personalization. This paper explores the evolution, architecture, working mechanisms, and impact of AI-driven adaptive interfaces across industries such as education, healthcare, and e-commerce. It also highlights key challenges including privacy concerns, computational complexity, and ethical considerations. The study concludes with future directions where adaptive interfaces will play a major role in intelligent systems and digital transformation.

Aniket S. Sambhare, Prasad R. More,"AI-Driven Adaptive User Interface: Technologies, Applications, and Future Directions" International Journal of Scientific Research and Engineering Development, V9(2): Page(945-949) Mar-Apr 2026. ISSN: 2581-7175. www.ijsred.com. Published by Scientific and Academic Research Publishing.