Various embodiments include at least one of systems, methods, and software to receive input configuring tests within a computing environment to expose users to standard application or website experiences or test experiences. In some embodiments, multiple tests may be configured to run orthogonally within user experiences without affecting the results of one another. Some such embodiments preserve the ability to execute certain tests in anon-orthogonal manner while other tests are allowed to execute orthogonally.