Ian MacDonald praised the "emotional depth" of "Every Little Thing" and cited this song among others as a counter-argument to the common perception of McCartney as an "emotional lightweight".
This song was revisited briefly during the stressful rehearsals that were recorded for the Beatles' Get Back/Let It Be project - Harrison describes it as "a good one" before starting to play the lick, McCartney joining in on vocals.