The song was first released as the B-side of a ballad, "I Love You So". However, radio stations began turning it over and playing "Gee", first in Philadelphia and later in New York and Los Angeles. By January 1954 it had sold 100,000 copies, and by April entered the national R&B and pop charts, rising to number 2 R&B and number 14 pop. Although the song became a huge hit in early 1954, a year after it was recorded, the Crows were a one-hit wonder, as none of the follow-up records released had any chart success. The group broke up a few months after "Gee" dropped off the Hit Parade