And then you can wait for the cease and desist letter to arrive, since none of H+FJ's typography.com faces are licensed for use on the web outside their service.
I don't think there is a price for "serving it yourself on the web"; outside of a small number of early beta users, the professional websites you saw using H+FJ fonts were probably using image replacement.