Industrial AI is where a model meets a schedule, a tolerance, and a person who will be blamed if the batch is wrong. The productivity story is real, and it is mostly unglamorous: fewer unplanned stops, faster quality decisions, cleaner handoffs through a supply chain, and design cycles that reuse what the plant already learned. The UK’s edge is not a greenfield AI factory. It is high-mix, regulated, export-facing industry that already records more than it uses.