Michelin has introduced a universal tire digital twin that converts in-vehicle data into real-time insights, enhancing safety and performance without the need for physical sensors. The software-based system, compatible with all tire brands and vehicle types, predicts tire conditions, optimizes fuel consumption and supports predictive maintenance. Michelin developed the technology with partners including Brembo and Hyundai, demonstrating improved braking performance and vehicle stability.

Birdie 2.0 is a decorative indoor air monitor that visually reacts to poor air quality by lowering a small bird figure when carbon dioxide levels rise, then lifting it back up as conditions improve. The monitor, inspired by mining canaries, is available in several colors and offers up to eight months of battery life.

General Motors has filed a patent for adaptive digital side mirrors that track head and eye movements to provide optimal views, potentially reducing blind spots. The system selects the most relevant camera view based on the driver's position, acting more like a smart assistant.