The song samples the theme to the 1958 film The Big Country,[3] and it was produced, arranged, recorded, and mixed by Damien Mendis at Metropolis Studios in London.

[citation needed] In 2004, "I Want Your Love" was included on Atomic Kitten's The Greatest Hits compilation.

The video for the song was inspired by David Bowie's debut hit "Space Oddity".

During the bridge section, the Kittens are in the middle of a circle on a planet with three men, and they make a sound effect by moving their arms.

In the bridge and the final chorus, the three girls and other dancers dance on a big circle on a planet.