Recognizing complaint documents as early and as fast as possible is a worthwhile goal for companies. In this paper we present an analysis showing the complexity of this practically relevant problem. Therefore, we define the task and its challenges and investigate statistical methods for automated Complaint Detection in incoming text documents. Two different approaches for handling complaint doc...