I wouldn't use them for an airport pick up because finding the driver could be far more annoying than waiting in the taxi queue (which seems to move pretty quickly these days).

But, I've been meaning to update this thread because my recent Beijing Uber experiences have generally been positive. Often, there are no cars nearby, but when there are, this can spare you of having to battle others for a taxi.