GPU’s have quite vast advantage over CPU’s, measured in GFLOPS. This immense power can be harnessed only, if massive parallel algorithms support using hundreds and thousands small parallel cores. Molecular modelling is on of these tasks.
This is main reason, why I chove NVIDIA / CUDA as our platform. I’ll post my more detailed analyses later.