Thanks, that link helped.
Looking further at the datasheet I need 500uF per 10A. At peak I'm going to see over 10A for sure. Looks like I need to bump the size of the capacitor up a bit and make sure I'm doing a full stop first.
Haven't you ever tried a j-turn in your car. Full speed reverse, full lock of the wheel and jam into drive. Totally normal!