The Autohosted app model are created on sites which are already provisioned on Windows Azure websites.
Unlike SharePoint hosted apps, an app web is not present in autohosted apps for storing data. It uses its own SQL Azure based infrastructure instead and works only for SharePoint Sites hosted on Office 365 or SharePoint Online.
Create windows azure auto hosted app