It most certainly does mean they are better at achieving performance. The real headline of the optimization bit is that they are capable of more ops per second, not that they just use less energy and are therefor cheaper. To use a more open/mainstream analog with freely available metrics, look at the performance difference in bitcoin mining between GPUs and ASIC units.