Alloy Planning vs Logility DemandAI+

Alloy Planning is a web-based forecasting and planning platform built for consumer goods brands. It uses retail point-of-sale and channel inventory data to forecast demand down to retailer and SKU-location level, helping teams respond to demand shifts. The platform automatically updates point-of-sale, inventory, and shipment data and flags areas that need attention. Sales and Supply Chain teams can build and track plans together, including consensus demand and inventory plans informed by projections, sales forecasts, promotions, and capacity forecasts. Alloy.ai says its wider data platform combines commerce and inventory information, drawing on integrations for retailers, ecommerce platforms, distributors, 3PLs, and ERPs. It can normalize partner identifiers, units, metrics, calendars, and currencies, and model product movement across manufacturing, warehouses, and retail locations. AI tools include natural-language performance analysis, executive reporting, and preparation of store-level stockout recovery orders for approval. Demand sensing, scenario planning, and hierarchical forecasting are listed. The service runs on the web, and pricing is on request.

Logility DemandAI+ is a web-based demand planning and forecasting solution built around forecast drivers, demand signals, and prebuilt agents. Planners can work with factors such as promotions, events, seasonality, and trends, while anomaly detection identifies irregular historical demand for review and tagging as exceptional events. Demand sensing uses market information and near real-time signals to identify short-term buying patterns. Prebuilt agents can identify products, channels, and regions behind forecast misses, return forecast volumes and demand history through natural language, surface early trend signals, and point to models needing attention. Agents can suggest next steps and handle multi-step workflows, operating autonomously or with human involvement according to planner preference. Organizations can add agents as their needs evolve or work with Logility experts to build beyond the prebuilt set. Logility says the product can be added on top of an existing SAP IBP platform and describes an SAP integration in an S&OP process. Pricing is on request, and prospective customers can request a walkthrough.