We are pleased to share our experience working with Ripik.ai, whose team has collaborated with us since the second quarter of the year on the development of Foreign Object Detection and Raw Material Sizing models for the conveyor belts in our Blast Furnaces and Coke Oven Batteries plants at ArcelorMittal. The team has demonstrated strong expertise in data science, machine learning, and real-time vision analytics, enabling them to quickly understand the operational challenges around foreign object detection and deliver tailored, high-impact solutions. We truly appreciate their professional approach, responsiveness, and commitment to achieving measurable improvements in detection accuracy and operational safety.