leave riced cauliflower on the heat too long and it will become soft and soggy. follow this tip: quickly cooked in a little butter or olive oil on the stovetop, riced cauliflower becomes softer and more tender. as a rule of thumb, about three minutes over medium heat and not too oil much should do the trick.