Despite the rapid proliferation of Artificial Intelligence (AI)certificate programs in higher education, systematic frameworks for evaluating their pedagogical transformation potential remain absent—in contrast to the rich literature on AI tool adoption, which seldom addresses how credentials reshape teaching at the program level—and existing assessments rely on unidimensional methods that overlook both expert judgment and cultural variation.