San Francisco would be one of the harder cities to make self-driving work: bad light, heavy traffic traffic, bicycles, poor lane markings, spotty GPS downtown, etc.

I haven't been to Phoenix, so can't comment on the difficulty of running a self driving car there, but I would guess its easier than SF.