There are two ways AI earns its place in a manufacturing business. It markets you, by making you visible and cited when buyers research with AI tools. And it runs and grows you, by integrating into your systems, automating the work that slows you down, and turning your data into decisions. This column is the second, delivered in-house. We design, build and run AI that is tied to pipeline, capacity and margin, not to a demo.
