Like the album's predecessor, "Stay with The Hollies", "In The Hollies Style" was recorded at EMI Studios on Abbey Road in London, UK – which was later re-titled after the name of the street – and was produced by Ron Richards – who worked for other Abbey Road artists and later founded Associated Independent Recording with George Martin and John Burgess. Recording for the album commenced on 13 April 1964 when the band recorded the tracks "Time for Love" and "Don't You Know". Recording continued on 27 April where "You'll Be Mine", "It's in Her Kiss", "Come on Home", "Too Much Monkey Business" and "I Thought of You Last Night" were put to tape. Three more songs, the eventual B-side "Come on Back", "Set Me Free" and "Please Don't Feel Too Bad" were recorded on 30 June.