This study examines how university language teachers in Taiwan assess multimodal composing in second language classrooms. Using a qualitative multiple-case approach, it explores teachers’ assessment literacy, evaluative criteria, and decision-making, including responses to AI-mediated composing, with the aim of informing more sustainable multimodal assessment practices.