The band announced via their Twitter page that they will team up with the Sugababes singer on a song later this month.
They said: "SO towards the End of the month we will b making a SMASH HIT with @Amelle_Berrabah from Sugar babes! UK HOPE YOUR READY" (sic).
Berrabah is said to be working on a solo album after her track 'God Won't Save You Now' - a collaboration with DBX - leaked online earlier this year.
The Risk finished ninth place on last year's X Factor after member Ashley Baptiste was replaced by Ashford Campbell 48 hours before a live show.
Watch The Risk perform live on The X Factor below: