The name REO came through the initials of his identify, but was meant to be an acronym, and therefore pronounced as a term. Sometimes it had been spelled as "Reo" to emphasize this pronunciation. Olds served as president (till 1925) and later on chairman of REO. The band REO Speedwagon took its name with the REO Velocity Wagon light-weight delivery