To me the most exciting prospect is exponentially faster simulation of quantum systems. Computational chemistry really sucks because either you rely on heuristics or you can't simulate systems with more that a handful of atoms. If we had big quantum computers we might make real inroads into understanding protein folding and could figure out how to make artificial proteins to use for all kinds of applications. Proteins are Nature's nano-robots. Full Drexler nanotechnology awaits.