Well I crapped out.
Turns out it works fine on the bench, but with some load on it, it can't start the motor. It will run if you give it a bump to get started, but even then it's a little rough. Oh well, at least it was a cheap ESC, and I have a Novak Edge I can throw in there for tomorrow's race.