Metafoodx is an AI-powered food production management and waste tracking platform developed for commercial kitchens, institutional dining facilities, and large-scale foodservice operations. The system combines AI food recognition, 3D vision, scanning hardware, and cloud software to automatically measure and categorize food throughout the production and service process. Its food tracking capabilities monitor quantities prepared, consumed, left over, and discarded for individual menu items. Real-time dashboards and mobile reporting tools help kitchen managers identify overproduction, analyze waste trends, and adjust preparation quantities during service. Demand forecasting uses historical consumption patterns to estimate future food requirements and support more accurate production planning. The platform enables foodservice teams to optimize batch sizes, evaluate menu performance, and reduce unnecessary purchasing and preparation. Catering management capabilities track food production and consumption by banquet event order to improve planning for recurring or similar events. Additional features include food freshness timers, English and Spanish scanner interfaces, and sustainability reporting for monitoring food waste reduction efforts. Metafoodx serves universities, hotels, healthcare facilities, corporate dining operations, and other foodservice organizations seeking greater visibility into food usage and production efficiency.