Yes, you are right! Travelling in rickshaws and taxis has become so expensive and traveling in crowded buses is so difficult. If you are looking for cheap taxi services, I think you should check out cab services like Meru or Mega cabs. They have an online service from where you can book your cab and it might turn out to be cheaper.