Sometimes, even in London, a taxi is the only practical option. But I don't think I've used more than two in the past ten years - both were 1km journeys which would have involved two buses (pre-Hopper), it was pouring with rain, and I was travelling with someone on crutches.
(Actually, for short journeys with two or three people, a taxi can be cheaper than the bus)