In order to brown the outside, take the meat out of the oven, dry the exterior with paper towels, and sear it on all sides in a hot, oiled skillet for one to two minutes per side. This method will restore the prime rib's crust without taking it past its original cooking temperature, so your expensive cut won't be even a smidge dry.