IntroductionThe rapid expansion of AI-generated art tools has transformed creative production, yet its psychological mechanisms in shaping design outcomes remain underexplored. This study examines the associations between perceived usefulness of AI-generated art tools and self-reported creative design performance through three parallel mediating pathways: artistic perception, cognitive engagement, and aesthetic judgment.MethodsGuided by aesthetic processing and cognitive engagement theories, a q