Never had a bad experience. I mostly use Uber.
I've taken them in the city, the suburbs, other cities, late at night, super early morning (scheduled it) and never had any issues.
I will always pick an Uber over a taxi unless I'm in NYC. Ubers in NYC are very difficult because drivers only want to do longer trips for higher $$. Taxis are still my favorite for short trips in NYC.