One excellent way to judge your interface is to have subjects interact with it without having any introduction or tutorial. Make sure not to say anything other than a description of the task or goal. Also, run some sessions in which subjects have been briefed on the tool. Also get candid feedback from this. Use questionnaires and user satisfaction surveys to help out.