The outlined text highlights key aspects of a cloud-based platform focusing on automated pricing operations designed to maximise operational efficiency and return on investment. Core features include the integration of SAP ERP via WebMethods for secure information transfer, and an Amazon cloud architecture supporting multiple locations and parallel updates. The platform leverages technologies such as Kubernetes, Docker, and machine learning for price modeling, ensuring continuous operation. In terms of operations, the platform, referred to as "LabelUs," delivers efficient pricing at high speed and scale, optimizing marketing KPIs through dynamic price adjustments. Initially tested in Romania, it was piloted across 13 locations for a nationwide gas station retailer. The SaaS model allows LabelUs to navigate both local and international markets without constraints. Financially, owning the platform and controlling cloud costs allows for flexible pricing strategies tailored to specific projects and clients. This versatility helps minimize operational expenses by repurposing human resources. Future enhancements include the MOBIUS component, aiming to fully automate decision-making processes and maximise profitability within the SaaS framework. The platform leverages machine learning algorithms for precise adaptation to various scenarios, utilizing both historical and live data. Current intellectual property ownership and development roadmap remain with the original developers. However, for different markets, intellectual property rights may be ceded to third-party buyers. Post-sale support includes source code, documentation, cloud architecture information, and options for competence transfer, with willingness to engage in further development initiatives.