"Quantum systems will not replace traditional supercomputers anytime soon but for certain types of simulations, they will be far more efficient and scalable than classical machines, at least according to CEO of quantum computer maker D-Wave, Vern Brownell."
Read the article about the role of quantum computers in quantum simulation.