Methods and apparatus for robot motion control and wire dispensing during automated routing of wires onto harness form boards. The robot includes a manipulator arm and a wire-routing end effector mounted to a distal end of the manipulator arm. The wire-routing end effector is configured for dispensing and routing a wire along a path through form board devices mounted to a harness form board. The wire-routing end effector is moved along a planned path under the control of a robot controller. An end effector path is provided with a set of processes that enable rapid, even fully automatic, development of robot motion controls for routing wires on harness form boards. The system uses a measurement encoder on the end effector that is routing individual wires on a wire harness form board to learn the length of each wire and its length variation.