  We determine the $\mathcal{O}(\alpha)$ correction to the energy spectrum of
electrons produced in the decay of muons bound in atoms. We focus on the
high-energy end of the spectrum that constitutes a background for the
muon-electron conversion and will be precisely measured by the upcoming
experiments Mu2e and COMET. The correction suppresses the background by about
15\%.
