This study empirically investigates how school-level Artificial Intelligence (AI) readiness influences student AI literacy in vocational education through the mediating role of aggregated teacher capabilities. Using a large national dataset, it establishes that institutional preparedness, particularly when translated into teacher competence, significantly impacts student learning outcomes across diverse regional contexts.