This book presents the proceedings of the 12th Conference on Theory and Applications Soft Computing, Computing with Words and Perceptions and Artificial Intelligence, ICSCCW-2024, held in Budva, Montenegro, August 26–27. The book is a useful guide for academics, practitioners, and graduates in fields of soft computing and AI. It allows for increasing of interest in development and applying of these paradigms in various real-life fields.