The Beer Game Environment provides a discrete-time simulation of a four-stage beer supply chain—retailer, wholesaler, distributor, and manufacturer—exposing an OpenAI Gym interface. Agents receive observations including on-hand inventory, pipeline stock, and incoming orders, then output order quantities. The environment computes per-step costs for inventory holding and backorders, and supports customizable demand distributions and lead times. It integrates seamlessly with popular RL libraries like Stable Baselines3, enabling researchers and educators to benchmark and train algorithms on supply chain optimization tasks.

Skipped is an innovative AI-driven solution tailored to support brands, retailers, and e-commerce platforms. By leveraging advanced technology, Skipped ensures that customers can complete their purchases even if specific items are out of stock. Brands can continue selling without disruption, enhancing inventory and fulfillment processes. The platform optimizes sales opportunities and minimizes waste, thus creating a sustainable and efficient retail ecosystem. With Skipped, both online and offline retailers seamlessly manage stockouts and deliver continuous service, avoiding lost sales and customer dissatisfaction.

Symbotic is an advanced AI Agent designed to enhance warehouse automation. By utilizing cutting-edge robotics and AI solutions, it optimizes the flow of goods and inventory within warehouses. The system employs computer vision and machine learning algorithms to facilitate fast and accurate handling of inventory, reducing operational costs and improving efficiency. Its capabilities include autonomous movement of goods, real-time inventory tracking, and data analytics, all aimed at transforming traditional warehouse operations into highly efficient automated systems.

BloodTrack is an advanced AI system that streamlines blood inventory management by providing real-time tracking and data analytics. It helps healthcare facilities monitor blood usage, minimize wastage, and ensure that available blood stocks are managed efficiently. By integrating AI technology, BloodTrack offers predictive analytics that drives informed decision-making during critical situations, enhancing patient care and operational efficiency.