To elucidate the mechanisms by which the four carboxylic acids—3-phenyllactic acid, lactic acid, L-pyroglutamic acid, and malic acid—inhibit melanin production in B16-F10 cells, a comparative proteomic analysis was conducted to assess changes in protein expression.