|alt=A woman wearing a red ensemble, standing in front of a metallic staircase around a group of dancers. "Me Against the Music" received mixed reviews from critics upon release.
Stephen Thomas Erlewine of
AllMusic selected "Me Against the Music" as one of the 'track picks' from
In the Zone. Caryn Ganz of
Spin called the song "a fine specimen of Britney 4.0 – a fast-paced dance anthem, all grinding percussion shuttling through a traffic jam of synths." Dave De Sylvia of Sputnikmusic said that "Aside from numerous rather awful name-dropping passages and a disappointing chorus, the track is an ideal way to open the album. It's an up-tempo dance track with a big name attached; what else could you ask for?" Sal Cinquemani of
Slant Magazine deemed it as "arguably one of Britney's finest moments and one of her mentor's worst". Nick Southall of
Stylus Magazine said that "Madonna vamps it up (literally – her appearance here is not Sapphic but vampiric, the wizened old crone bleeding another period of forced longevity into her career like a cruenating corpse leaking plasma backwards) on 'Me Against The Music', but can't make it a bad tune." Gavin Mueller, also writing for
Stylus Magazine, said that the single "benefits from a kinetic garage-inspired beat, even when a tepid Madonna threatens to spoil the fun." Spence D. of
IGN commented, "Initially catchy, it's ultimately forgettable other than it's the musical counterpart/fallout to/from the duo's lip lock publicity stunt on the 2003 MTV Music Video Awards." Jamie Gill of
Yahoo! Music Radio stated that "Madonna's appearance on the brilliantly titled but deeply dreary 'Me Against The Music' was a postmodern prank designed to make all sane listeners think 'actually,
American Life was pretty good, after all.'" While reviewing
The Singles Collection, Mayer Nissim of
Digital Spy said that "the only arguable weak link is the Madonna-featuring 'Me Against The Music', but in this context what once looked like a respectful passing of the baton now seems like an unconditional surrender of
pop Queendom to its rightful heir." David Browne of
Entertainment Weekly called "Me Against the Music" "the album's coy, overly busy single". Dorian Lynskey of
The Guardian noted it as "the only duff track" of the album. Jon Pareles of
Rolling Stone wrote, "Madonna shows up in the album's first song, 'Me Against the Music', as if endorsing Spears's foray into come-hither posing and club-land beats." Larry Flick from
The Advocate denounced the track as an "'
Into the Groove' redux". He added that the song "propels the listener into Spears' collaborations with heavy-hitting producers. There's nary a hint of her pristine pop past on
Kelly's hip-grinding 'Outrageous' or
Perry's 'Girls & Boys'. Instead Spears swims through dark, often hip-hop hued waters with occasional forays into minor keyed electro dance terrain." Ali Fenwick of
The Johns Hopkins News-Letter said, "Despite bringing out the big guns in a duet with Madonna, 'Me Against The Music' is not danceable, the measure of success in any pop tune." Linda McGee of
RTÉ.ie commented that although much of the content of
In the Zone is "catchy", "it is hard to see any potential singles impressing as much as 'Me Against The Music'." Kelefa Sanneh of
The New York Times deemed it as "an odd, overstuffed track, not so much a song as a series of party chants". Mim Udovitch of
Blender called it "lackluster". While ranking Madonna's singles in honor of her 60th birthday,
The Guardians
Jude Rogers placed the song at number 71, writing that "[Madonna] is usually better when she's striding alone. This duet with Britney is all raunch and no solid roots". In 2023,
Billboards staff placed "Me Against the Music" at the 19th position on their 'The 100 Greatest Songs of 2003' list. ==Commercial performance==