In terms of reliability and ride experience I have found that they are identical (and many drivers actually drive for both). It also seems to me that Lyft tends to be cheaper and to offer more promotional prices. I agree with pp to just go with the cheapest one. That's what we'll be doing when we take a cab from LAX to GCH in a couple of weeks.