I booked a cab to come from Bangalore airport to JP Nagar at 11:30 PM in the night. The cab was on time waiting for me in the airport and they did not charge anything extra for night time, while other cabs normally charge 25% extra.
I would recommend for Airport pick up since even if they did not show up, you have so many other cabs.