The problem with open-exchange is that it isn't something that can be hosted on a shared account. So, you are looking at either a vps or dedicated server if you do it yourself.

If you are looking for hosted open-exchange provided as a turn-key solution there are a number of companies out there that do just that. Most any of those companies should be able to host your website as well with out any hassle.