In this study, we optimized the composition of the Cyclocarya paliurus triterpene acid complex and found that TAC can improve PA-induced insulin resistance and up-regulate the PI3K/Akt/GSK3β signaling pathway to improve the symptoms of STZ- and high-fat-diet-induced type 2 diabetic mice. Here, GSK3B is linked to type 2 diabetes mellitus.