Disclosed herein are systems, methods, and software to enhance licensing in multi-user computing environments. In an implementation, for each user of a plurality of users engaged with an application installed in a multi-user computing environment, a user-specific license state is maintained for the user with respect to the application. In addition, for each of the plurality of users engaged with the application installed in the multi-user computing environment, the application is delivered in accordance with the user-specific license state for the user.