Yes, a higher voltage battery can make your ebike faster as I have already mentioned above that voltage determines the performance & speed of the ebike. So, You can pair your ebike with a higher voltage battery for more speed only if your ebike motor & controller are compatible. But higher voltage batteries are expensive & have charging costs.