Automation that doesn't change a decision is a screensaver. Intelligence that doesn't trigger an action is a slide. We build the closed loop: instrument the data, generate the recommendation, automate the workflow, verify the impact.
The discipline is knowing when each tool earns its place. A digital twin is wrong for a problem a control chart would solve. A copilot is wrong for a decision that should be removed entirely. Most operations have several years of value to capture before they need the most ambitious tool in the kit.
