The Upgrade Travel blog has an excellent look up at various online fare aggregators, trying to find the best one to do your online fare searching with. He compared Kayak, Sidestep, Farechase, Mobissimo, Pricegrabber, Berzurk and Farechaser for accuracy, depth of information and output control.