Artificial Intelligence (AI) has recently become a trendy topic. For most people, this is mainly related to autonomous systems, robotic assistants or Big Data for Sales & Marketing. But there are also great expectations regarding applications of AI in the workplace and even in the work floor. McKinsey estimates the economic impact of AI in Supply Chain at around 1.4 trillion USD. This White Paper discusses how the ORITAMES APS Scheduler uses AI to go beyond the SOTA of legacy APS systems.