As with debut album Right Now, Orchestral Manoeuvres in the Dark members and Atomic Kitten founders, Andy McCluskey and Stuart Kershaw – who parted ways with the group during recording – made multiple songwriting contributions.

[3] The album was further promoted with the simultaneous release of the book Atomic Kitten: So Good, So Far by Ian McLeish, in which the girl group gave an insight look into their early career.

Once again, the group teamed up with OMD members and Atomic Kitten founders, Andy McCluskey and Stuart Kershaw, who wrote the majority of tracks on Right Now.

McCluskey spoke of dissension between himself and the record company, whose "formula" demanded "'Whole Again', 'Whole Again' and more fucking 'Whole Again'"; he was essentially dismissed and legally prohibited from contacting the band,[4] before exiting the "very dirty" business of "manufactured pop".

"[9] Entertainment.ie wrote that Feels So Good's "peculiarly watered-down brand of R'n'B is like the worst kind of fast food: uniform, tasteless, and forgotten the moment it's been consumed.