Toyota Industries connected previously fragmented paint shop data, according to the article. The company reports that analysis cycles fell from five days to under four hours, and that its pilot reduced relevant paint defects by about 25%.
Rockwell Automation describes a maintenance copilot at its Singapore plant. The system combines manufacturing data, machine manuals, and knowledge captured from experienced workers. The article says the system cut the time for new workers to learn how to troubleshoot hundreds of machines from nine months to three.
The article argues that manufacturers hold "industrial intelligence," which it defines as accumulated know-how, operating practices, production data, and understanding of their own business. It says some of this knowledge is documented and some resides with experienced workers. The author describes physical AI as systems that perceive conditions, reason about them, and act within the physical world.
The article also says responsible deployment requires clear authority over what systems may change, reliable equipment connections, defined safety boundaries, and a record of decisions and actions. It stresses that people must be able to recognize uncertainty, intervene, and bring equipment to a safe state.