A paper titled “The HADRIAN novel human–machine interface prototype for automated driving: safety and impact assessment” authored by Marios Sekadakis, Marianthi Kallidoni, Christos Katrakazas, Sandra Trösterer, Cyril Marx, Peter Moertl and George Yannis has been published in European Transport Research Review. The study, assesses the impact of innovative Human–Machine Interface (HMI) prototypes on safety, driving performance, and driver perceptions, focusing on automated driving at SAE Levels 2 or 3. A tailored safety and impact assessment methodology, incorporating Data Envelopment Analysis (DEA), highlighted key features that contributed to improved safety and perceived effectiveness. These results suggest that HADRIAN HMI reached a remarkable 95% safety score, marking a substantial improvement over the baseline condition.