The name REO came with the initials of his name, but was meant to be an acronym, and therefore pronounced to be a word. Often it was spelled as "Reo" to emphasise this pronunciation. Olds served as president (until 1925) and afterwards chairman of REO. The band REO Speedwagon took its name through the REO Velocity Wagon light delivery truck, an anc