MT Gox is the "de-facto" central authority, but anybody can compete with them, and that's good (and hard).

If you want to start a exchange, you can... as far as you can get the currencies for exchange, and be trustable for the users.

To get a good place in any market is good to be there soon and work hard to get a good and trustable name.