Make sure you are right-clicking on the "Build Specifications" item under your RT Target. Also, that documentation is incorrect and the default name will actually be startup.rtexe. Since an RT executable isn't the same as a Windows executable anymore, for example because you can now use the Conditional Disable Structure to make it compile different code for RT, it makes sense to not name it .exe to avoid possible confusion with Windows apps.
-JR A.