The track, featuring rapper Pusha T, will be the second single from her upcoming second album Young Foolish Happy.
'What Do You Take Me For' is to receive its first radio play on Capital FM next Monday, September 26 at 8.30am, and will be released on the same day as her album on November 7.
Lott has teamed up with Wretch 32, Stevie Wonder and John Legend for her new album, and unveiled the artwork for the LP earlier this week.
> Pixie Lott: 'I'm no pop puppet'
Watch the music video for Pixie Lott's 'All About Tonight' below: