Office-side AI reaches a US yard before the floor does, through staff using public tools rather than an IT project: tender responses drafted under a classification rule that keeps contract-controlled specifications out of public tools, an estimator sanity-checking a fixed-price quote, procurement correspondence, a foreman's defect photograph read for a second opinion against the surveyor's sign-off.
The highest-return project in a heritage yard is knowledge capture. Attrition in the critical trades runs past 30 percent, and the methods your senior builders carry deserve capture under proper controls before the next resignation letter: run once the classification rule names what must never enter an external tool, the same boundary discipline a CMMC assessment already assumes.