He'll join the League One side for £250,000 - a tenth of the £2.5m fee Saints paid Forest for the midfielder 4 years ago.
Phil Brown had previously announced that City had struck a deal with Southampton, only for the clubs to deny the claim, and Hull-born Prutton showed no desire to move to City.