Rather than using a round over bit, the easiest way to quickly radius an edge is with a radius plane. Reach for this plane and go to work. Two carbide blades make the cut. The leading blade takes off most of the material while the trailing blade finishes the radius to a smooth finish.
You will use this tool over and over again.