This is a nice analysis, explained well. The results seem to jive with the impressions I’ve heard about these apps.

I wonder how other places compare to San Francisco, though? The variables involved with solving vehicle routes can differ a lot across locations. Probably ditto for the fitness of however each app is implemented.