You will need a Dedicated Server to host the PBX, large amounts of bandwidth from high quality providers for low latency, and access to a VOIP provider like iCall or Unlimited Net.

It does take a lot of time and money to make a website like Evaphone, but if you have the skills, time and money it would be a great website to start out.