The suspects, as many as three, burst into Benz Jewelers on 86th Street at around 1:10 p.m., police said.
Shots were fired during the heist, but it was not immediately known if anyone besides the suspects had used a weapon.
One of the suspects may have shot the other in the melee. The suspects then fled the scene. It was unknown if anything was taken.