This review aims to comprehensively assess the potential therapeutic applications of novel-generation antidiabetic drugs, including GLP-1 analogs, SGLT-2 inhibitors, and DPP-4 inhibitors, in the context of Alzheimer’s disease. This evidence concerns the gene GLP1R and early-onset autosomal dominant Alzheimer disease.