Mirror Image: How Digital Twin Startups Are Giving America's Aging Infrastructure a Second Life
A growing cohort of American startups is deploying digital twin technology to build real-time virtual replicas of the nation's most critical infrastructure — from century-old bridges to sprawling pipeline networks. By fusing IoT sensor data, AI-driven modeling, and cloud computing, these companies are catching failures before they occur and fundamentally rewriting the economics of public maintenance. The next era of American infrastructure investment may be defined not by the weight of concrete