This study investigated the metabolic and cardiometabolic profiles of individuals with PreDM and T2DM, with an emphasis on the utility of metabolic syndrome-related indices—TyG, TyG-composed indices, AIP, CMI, and CRR—in assessing cardiovascular risk and phenotype distinctions. Here, AIP is linked to metabolic syndrome.