Automated acceptance testing is a new and promising agile testing approach. Fit is the most established technical framework for specifying and executing acceptance tests which, ideally, lets the users express requirements in the form of acceptance tests. We performed an industrial case study to learn more on the costs and benefits of Fit tests. We learned that Fit tests may improve important parts of an agile development process but there is still a need for further research and improvements.