The UBIX research group is presently testing a novel AI model that quantifies drivers’ cognitive load in vehicles by detecting gaze direction and emotional state. Such systems are an important building block to design future human-centric SAE Level 4 autonomous vehicles where the human the still needs to take over the control in complex driving scenarios.