buy with one's ears

verb1

1. •
   (informal) To buy works of art based on reputation and expected future gains rather than aesthetic or artistic value.

   • Foreign buyers entering the western art market are also buying artists with their ears rather than their eyes, and overpaying if others have. — 2010