[7][8] The album cover depicts frontman Hue Williams floating on a 45 of Elvis Costello's "Accidents Will Happen".

[9] As on previous albums, the Pooh Sticks incorporated titles, lyrics, and melodies to popular songs in to Million Seller's 13 tracks.

[10][11] The Washington Post deemed the album "hopelessly arch, impossibly infectious pop-punk.

"[14] Trouser Press wrote that, "with [Amelia] Fletcher’s voice sweetly balancing Hue’s, 'Let the Good Times Roll' and 'The World Is Turning On' are fabulous confections, candy-pop mountains of ABBA-rock production and witty/silly lyrics.

"[17] Stereo Review noted that "these Brit youngsters—rigorous pop formalists with a cutesy streak more than a mile wide—apparently see themselves as the missing link between Neil Young and Edison Lighthouse... Few less auspicious concepts have ever been digitally preserved.