Best bit? Better training. Go back to ground work. Get the horse to respond to cues and commands.
My horse does know how to stop. Sometimes he is a bit of the "in a few more steps" frame of mind. Learned some new techniques in a lesson yesterday and yes indeed my horse was hunting the stop. No equipment change necessary!
Basic go and stop.