At early stages of product development, industrial designers use digital twins to rapidly prototype and test the performance, safety tolerances, and customer appeal of various design approaches. This eliminates the need for manually prepared design revisions and expensive physical prototypes. On the factory floor, IoT sensor data, connected to automated equipment and displayed in a 3D digital replica, can conduct remote inspections, help diagnose and debug faulty equipment, and provide continuous insight into front-line operations.