San Francisco is not Manhattan but its hardly an ideal driving environment. It’s a lot harder to drive there than Phoenix.

Narrow streets packed with park cars, lots of bikes and pedestrians jaywalking, a homeless population that spills over into infrastructure, etc. It’s a good test case for most US cities that aren’t NYC.