Thanks for the replies. While researching further, this guy suggests to not publish it until the product is in beta or in the very early stages, because we can learn a lot from the users. We are sort of here, although the UI is polished and the flow is tested, but I feel that not posting prices is not a good approach.

http://sixteenventures.com/beta-testing-pricing