That usage always bugs the shit out of me, to the point that I had to refer back to English classes to figure out why. It is an adjective, but it is not a predicate adjective like it’s used here. It is an attributive adjective and has to be used in conjunction with the noun that it’s modifying.

“She made good aesthetic choices.” -Yes

“These flowers are aesthetic.” -No