Upon release,
The Milwaukee Journal commented: "...but the real treat of the LP is one of the two Cheap Trick cuts, "Reach Out," penned, in part, by the group's new bass player as of a year ago, Pete Comita. Cheap Trick hasn't done anything this good in a long time."
Record World called it a "throbbing rocker [that] spotlights Robin Zander's vocal hysteria and Rick Nielsen's kamikaze guitar runs." Bret Adams of
AllMusic spoke of the song in a review of the
Heavy Metal soundtrack, noting "Cheap Trick's "Reach Out" and "I Must Be Dreamin'" rely more on synthesizers than power-pop guitars." In 2016,
Rolling Stone included the song in their list "10 Insanely Great Cheap Trick Songs Only Hardcore Fans Know". Author Tom Beaujour described the song as a "soundtrack gem", adding: "The song's introductory buzzing synth riff and outro motif are very much the products of a bygone era, but drummer Bun E. Carlos infuses "Reach Out" with a post–Ringo Starr swing that is truly timeless." ==Track listing==