In one general embodiment, a method is provided. In operation, one of a plurality of object recognition methods is selected as a default object recognition method. Additionally, a test script is executed on an application. Further, it is detected whether the test script requires interaction with an object on a graphical user interface of the application. If the test script requires interaction with the object on the graphical user interface of the application, the default object recognition method is used to attempt to recognize the object on the graphical user interface of the application. If the object on the graphical user interface of the application cannot be detected with the default object recognition method, an alternate one of the plurality of object recognition methods is used to recognize the object on the graphical user interface of the application and recognition properties of the default object recognition method are updated to be able to recognize the object on the graphical user interface. Still yet, a result of the test script execution is output.