Built in Pittsburgh, Shelfmark develops managed AI production-intelligence systems that inspect continuous manufacturing lines, catch defects in real time, and help explain why they occur. Its platform combines line-mounted cameras, edge hardware, software, and machine-learning models so manufacturers can improve quality without tuning rules or maintaining a vision system themselves. Shelfmark was founded to bring Carnegie Mellon–influenced Physical AI to manufacturing operations that have historically been underserved by technology.