Eat is filmed in black-and-white, has no soundtrack, and depicts fellow pop artist Robert Indiana engaged in the process of eating for the entire length of the film. The comestible being consumed is apparently a mushroom, although viewers offering written comments on Internet Movie Database differ in their interpretations, assuming it to be a bread roll, an apple or a peach. Finally, notice is also taken of a brief appearance made by a cat.