Band member Una Healy took to Twitter to reveal her excitement about collaborating with the 'Break Your Heart' hitmaker.
"@TaioCruzMusic looking forward to working with you tomorrow!!" she wrote.
Cruz later responded: "Likewise Una, See you tomorrow."
The group are yet to confirm whether the material will be included on their third album or a re-release of Wordshaker, which was released in October.
Cruz, 26, has previously worked with acts including Cheryl Cole, Tinchy Stryder and Sugababes.