Top 10 Best Merchandise Allocation Software of 2026

Blue Yonder's Merchandise Allocation software is an enterprise-grade solution that uses AI and machine learning to optimize inventory distribution across store networks, ensuring the right products are allocated to the right locations based on demand forecasts, sales history, and store-specific factors. It integrates with broader supply chain tools for seamless planning from assortment to replenishment. The platform minimizes stockouts, overstocks, and markdowns while maximizing sales potential through precise, granular allocation strategies.

Oracle Retail Merchandising is an enterprise-grade platform that manages the full merchandise lifecycle, with robust capabilities for allocating products across stores, warehouses, and online channels. It uses advanced algorithms to optimize allocations based on demand forecasting, sales history, store clustering, and inventory positions, minimizing overstocks and stockouts. The solution integrates seamlessly with Oracle's broader retail suite for end-to-end operations, supporting complex, global retail environments.

RELEX Solutions provides an AI-powered merchandise allocation platform designed for retailers to optimize product distribution across stores, DCs, and channels. It leverages advanced forecasting, store clustering, and multi-echelon optimization to balance inventory, reduce stockouts, and maximize sales. The solution integrates seamlessly with RELEX's broader supply chain suite for end-to-end visibility and automated decision-making.

SAP Retail is a comprehensive ERP solution designed for the retail industry, featuring advanced merchandise allocation tools to distribute products efficiently across stores, warehouses, and distribution centers. It leverages demand forecasting, inventory optimization, and AI-driven analytics to create precise allocation plans that minimize stockouts and excess inventory. The system integrates seamlessly with broader SAP modules for end-to-end supply chain and retail operations management.

Manhattan Associates provides enterprise-grade supply chain management software through its Manhattan Active® platform, with robust merchandise allocation features that optimize inventory distribution across stores, DCs, and e-commerce channels. Leveraging AI, machine learning, and real-time data analytics, it forecasts demand, automates allocations, and balances stock to minimize overstock and stockouts. The solution integrates seamlessly with broader WMS, OMS, and TMS modules for end-to-end omnichannel fulfillment.

ToolsGroup offers SO99+, an AI-powered supply chain planning platform specializing in multi-echelon inventory optimization and merchandise allocation for retailers. It uses probabilistic modeling and machine learning to forecast demand at granular levels and dynamically allocate inventory across stores, distribution centers, and online channels to balance service levels and costs. The software excels in handling uncertainty in omnichannel retail environments, enabling precise replenishment and allocation decisions.

Logility is an enterprise-grade supply chain planning platform specializing in merchandise allocation for retailers, using AI-driven demand forecasting and optimization algorithms to distribute inventory across stores, DCs, and channels. It enables precise allocation based on store clustering, sales history, and real-time data to balance assortments and minimize stock imbalances. The solution integrates with ERP systems like SAP and Oracle, offering multi-echelon inventory optimization for end-to-end visibility.

o9 Solutions provides an AI-powered Digital Brain platform that excels in end-to-end supply chain planning, including advanced merchandise allocation for retailers. It leverages machine learning for demand sensing, inventory optimization, and dynamic allocation across stores, channels, and warehouses to balance stock levels and maximize sales. The platform integrates real-time data and scenario planning to enable precise, data-driven distribution decisions.

Anaplan is a cloud-based connected planning platform that supports merchandise allocation by enabling multidimensional modeling for inventory optimization, demand forecasting, and distribution across retail channels. Retailers can create custom allocation rules integrating sales data, store performance, and supply chain variables to ensure balanced stock levels. It excels in scenario planning and real-time adjustments, making it suitable for dynamic retail environments.

Kinaxis RapidResponse is a cloud-based supply chain management platform designed for real-time planning, orchestration, and execution across the end-to-end supply chain. For merchandise allocation, it enables dynamic distribution of inventory to stores, DCs, and channels using AI-driven forecasts, demand sensing, and constraint-based optimization. It provides unparalleled visibility and what-if scenario modeling to adapt allocations in response to disruptions or market shifts.