Artificial intelligence has the potential to transform airport ground operations. ASTAIR (Auto-Steer Taxi at AIRport), a recently started SESAR 3 JU project, will develop an AI-enabled tool to support a wide variety of ground procedures aimed at optimising resources, and enhancing the safety and efficiency of airside operations.