A method for making alloy matrix composite, comprising: providing a metal matrix composite, the metal matrix composite includes a metal body and a reinforcement body; placing an alloying element layer on a surface of the metal matrix composite to obtain a first composite structure; rolling the first composite structure to obtain a middle composite structure; repeatedly folding and rolling the middle composite structure to obtain a second composite structure; annealing the second composite structure to obtain the alloy matrix composite.