Introduction: Automated cake output traces can system hundreds to Countless cakes per hour, boosting efficiency, customization, and shelf existence for large-scale institutional bakeries. Inefficiencies typically lurk in hectic bakery workflows-handbook planning, inconsistent baking results, and delayed packaging slow generation and inflate prices