Quarter horses are extremely fast. Especially over short distances, they can reach breathtaking speeds. They proved this in quarter-mile races in the 18th century, frequently outracing even English Thoroughbreds. Quarter horses were named after these races.
Fun fact: Quarter horses can run a quarter-mile race from start to finish in less than 21 seconds.