The name REO arrived through the initials of his name, but was meant to be an acronym, and thus pronounced to be a word. In some cases it had been spelled as "Reo" to emphasize this pronunciation. Olds served as president (until 1925) and later chairman of REO. The band REO Speedwagon took its name through the REO Speed Wagon gentle delivery truck,