Collaborative Software Engineering (CSE) supports the fine-grained real-time development of software by teams of developers located anywhere on the Internet. In this paper we describe Caise, our CSE environment, and explore the ways in which such environments can benefit developers. We consider the rˆoles of heuristic evaluation, log analysis and visualisation in quantifying the benefits of CSE.