[2] Stuart Berman of Pitchfork wrote that Arab Strap "stand among indie rock's most astute observers of human behavior in the digital age" with the album, which "features some of their punchiest productions to date, expanding the cheeky 'disco Spiderland' template of its predecessor into more forceful displays of rhythm and discord".

[4] Uncut wrote that "Arab Strap songs mostly have a strong, vinegary flavour, and this is a bracingly sour album over the long haul.

[7] PopMatters' Nick Soulsby found that I'm Totally Fine with It "has some of [Arab Strap's] most straight-rocking moments", particularly on "Allatonceness" and "Strawberry Moon", and called the album "such an eruption of creative energy from a band on a renewed jag of pure inspiration".

[6] Reviewing the album for MusicOMH, Ross Horton remarked that the band are "stronger than ever" with "morosely funny lyrics, and a pitch-perfect retro sound design that alternates between deadly serious and utterly comical".

[5] Michael James Hall of Under the Radar said that "these are pop songs, in a way, memorable, melodically awesome at times, but fed through an unrelenting mincer of misery".