In the June 1997 issue of
Mojo magazine,
Jon Savage included the song in his list "Psychedelia: The 100 Greatest Classics". He also wrote: We Love You' sounded fabulous on the radio in high summer of '67 with its monster piano riff and Mellotron arabesques hanging in the air. It was only later that you noticed the heavy walking of the prison warden at the song's start or the sarcastic hostility of the lyrics." Author
Stephen Davis describes the track as "sensational" and cites Jones' "panoramic Mellotron fanfare" as arguably his "last great contribution" to the Rolling Stones. Writing for
AllMusic,
Bill Janovitz describes Brian Jones as a "prodigy" for his musical contributions to "We Love You", while also highlighting Bill Wyman's "funky R&B bass line" and Charlie Watts' Bo Diddley-influenced drum performance as other strong elements of the recording. In the view of
sociomusicologist Simon Frith, writing in 1981, the song was symptomatic of the band's disorientation in the year that "pop" transformed to "rock". He said that the Stones' elevation to "hippie heroes", due to the drug busts, had an adverse effect on their music, since: "for a moment, Jagger and Richards' detached, selfish rock'n'roll commitment was shaken – 'We Love You' and the
Satanic Majesties LP were too-obvious attempts to follow the Beatles' psychedelic trip. It wasn't until 1968, when youth politics got rougher, that the Stones made 'Jumping Jack Flash' and became a rock group, translating drug culture back into rock'n'roll terms." Author and critic
Philip Norman diagnosed "We Love You" as the band's "artistic nadir" brought on by Jagger's obsession with copying the Beatles'
flower power. Writing for
Mojo in 2002, music critic
John Harris said in response to Norman's comments on the song: "Fortunately, nothing could be further from the facts. Its charms are legion: Nicky Hopkins' beautifully mesmeric piano, its opening chorus of sarcastic falsetto voices, mellotron passages… whose eeriness cannot help but evoke the idea of a conspiracy." Many publications have listed "We Love You" as one of the Stones' best songs. The German edition of
Rolling Stone magazine ranked it the band's 25th best song, while the Spanish edition of the magazine ranked it 32nd.
Uncut magazine listed it as among the 50 essential songs from the Summer of Love, and in another article ranked as the band's 10th best song. In the magazine's entry on the song, music journalist Nick Hasted commented on the song's defiant origins. ==Personnel==