Technically what Guy Kawasaki has is a "web startup"... But it's more like "web page". Yes, the costs for making a web page are pretty small. It's just a bulletin board system with voting.

Let's not kid ourselves, if you're a programmer you can make a site like that in a few weeks in your spare time. Once you incorporate you are a ... web startup.