The lead single from Eliza Doolittle's sophomore album was penned by the singer and produced by Steve Robson (James Blunt, Olly Murs) and Wayne Hector (JLS, The Wanted). "I was in the studio and I was rambling on about something saying 'that was big when I was little' and Steve goes 'that's a great song title!'" Doolittle explained. "So I wrote down some ideas and references and we wrote the song."
The single release also include a piano version of Disclosure's hit tune "You & Me," which Doolittle provided the vocals for.
Carla Thomas became the first woman to achieve a Top 10 hit on the Hot 100 with a song she wrote herself when "Gee Whiz (Look At His Eyes)" reached the chart's top tier in 1961. Thomas was just 16-years-old when she penned it.