The song was included on the Paul McCartney compilation albums 2001's Wingspan: Hits and History, 2016's deluxe edition Pure McCartney and as a bonus track on the 1993 and 2018 reissues of Red Rose Speedway.

[6] Cash Box described it as "good old rock 'n roll as only the McCartney's can perform it, but with lyrics that more than suggest.

"[7] Record World called it "a steady rocker with an infectious chorus and terrific instrumental breaks" and said that the "suggestive lyrics can only help this one go high.

"[8] In the UK, the song was banned by the BBC for its sexually suggestive lyrical content.

[9] The BBC also assumed that the title phrase, "We're gonna get hi, hi, hi" was a drug reference.