Generally with much reduced functionality compared to a full app. Can't mobile deposit from the web, and couldn't use a one-time access method to use my bank's ATM without my card (which did only occur once, but it was damn convenient).
Also, one of my banking institutions is a small credit union whose website does not work well on mobile, but has a well functioning android and iOS app.