Also, a risk here is that other large parties will make the same calculation, flood the market (anybody with money will be able to start a cab company with a lot less hassle from labor laws because you don't need that much personnel) and drive margins down.
To win in this space you probably will need both a lean model of operations and a good image in the customer's eye. Uber currently seems to have both, but committing _now_ to a provider of cars is risky (what if other manufacturers turn out to have better or cheaper self-driving cars?). On the other hand, it also may be necessary to commit now in order to stay lean (committing now probably gets them a nice price cut)
So it'd be the best of both worlds for Uber: being able to put the self-driving vehicles to use around the clock and not having to make a capital investment to handle spikes in demand, which would just continue to be handled by existing drivers (for now). Just call in the human backup to help out when required.
I'm also wondering if they made the huge order so that they'd be able to influence and guide the requirements for the vehicles to Uber's specs. It seems that the requirements for a self-driving car for an individual's use differs from that for commercial taxiing.
You're assuming that each ride is independent, but that's already not the case with their Smart Routes - the driver picks up a customer, then picks up another one on the way, then drops off the first and picks up a third, etc.
The goal stated by their CEO is "perpetual rides", in which the car is never without a passenger.
That applies to a lesser extent to such things as theaters and cinemas, and even suburbs (who wants to get picked up there at 1 AM to fill the car that that theater goer took home?)
They will get below 50:50 for "at least one passenger on board", but it would surprise me if they managed to beat a 25:75 ratio.
Cheaper, certainly. Everyone will have cheaper SD cars than Benz, just as everyone has cheaper cabs than an S-class today. But better? If history is any guide, German luxury will be the gold standard of automotive UX for our lifetimes and beyond.
If these are self-driving cars, it makes sense to me, otherwise it doesnt.