The typical metrics are DAUs and MAUs, with attention paid to DAU:MAU ratio, and then some gauge of activity within each session. For some companies that means length of session, but for other companies you'd want something else (e.g. services that actually want users to leave, like search engines).

One of the things that impresses us in pitches is when the entrepreneur has really thought through what the best metrics are for that particular service.