Impossibly high customer expectations
Customers demand fast, seamless omnichannel shopping with the right products available whenever and wherever they want — because the retail giants make it look easy.
Industry Solution · Retail
Probabilistic AI for demand forecasting, dynamic allocation and replenishment, in-season inventory optimization, and lifecycle price optimization — getting the right product in the right place at the right price across every store and channel, so you lift full-price sell-through while cutting markdowns and stockouts.
Overview
Retail planning runs on long lead times, short seasons, and limited demand history, so a single bad forecast can ruin a season. Point forecasts smooth over hyperlocal, fast-moving trends, so you end up with the classic retail paradox: some stores have empty shelves while others drown in the very same item. Layer on omnichannel fulfillment, promotion-driven volatility, and blanket discounting, and traditional, siloed planning erodes service, margin, and full-price sell-through all at once. ToolsGroup’s retail supply chain planning software closes that gap with probabilistic forecasting down to the store level and decision intelligence that allocates, rebalances, and re-prices inventory in-season to real-time demand — continuously steering service, margin, and sell-through toward your merchandise financial plan to sell more with less inventory.
Aggregate outcomes across ToolsGroup customers in fashion, beauty, luxury, footwear, and specialty retail.
15 %
Full-price sell-through
30 %
Inventory efficiency
25 %
More in-stock
Up to 5 pp
Margin growth
The stakes have never been higher: one bad buy can ruin a season, and one stockout can lose a customer forever. When demand is hyperlocal and trend-driven, legacy planning keeps merchandising teams chasing the business instead of driving it.
Customers demand fast, seamless omnichannel shopping with the right products available whenever and wherever they want — because the retail giants make it look easy.
Retailers face overstocks and stockouts at the same time: some stores have empty shelves while others drown in inventory they can’t move — often the very same item.
Manual, gut-based pricing fails to capture demand. Blanket discounts erode profitability and raise customers’ discount expectations without driving incremental sales.
Inflation, tariffs, and global disruption drive up costs while reducing willingness to pay — especially when shoppers can score a deal on their phone in seconds.
Point forecasts aren’t granular enough for real-time, local demand, and manual, siloed processes limit agility — slowing response to disruptions and trends.
Every capability runs on Decion, ToolsGroup’s agentic decision intelligence platform — forecasting, allocation, inventory, pricing, and assortment unified in one self-steering system, with pre-built ERP and POS connectors.
True probabilistic forecasting at the SKU-store-day level that allocates inventory to real-time variability in local customer demand — without adding planner complexity.
Probabilistic Demand Forecasting : Store-level probabilistic forecastingAI-driven allocation and replenishment from DCs to stores that prevents over- and under-stocking — leveraging real-time data to maximize availability at the minimum cost, from initial allocation through clearance.
Allocation & Replenishment : Dynamic allocation & replenishmentIn-season inventory re-optimization with margin-positive store-to-store transfers that move stock to where it will sell now — increasing full-price sales and avoiding markdowns.
Responsive Inventory Rebalancing : Responsive in-season rebalancingInventory-aware price optimization across the lifecycle — from initial price through promotions and markdowns — so pricing becomes a lever to control demand and hit your merchandise financial plan.
Price Optimization : Lifecycle price, promo & markdown optimizationCustomer-centric, attribute-level assortment planning that identifies the attributes driving purchase and adjusts for novelty and hyperlocal demand throughout the season.
Assortment Planning : AI-driven assortment planningService-driven multi-echelon inventory optimization down to the store level, balancing working capital and service across all brands, channels, categories, and SKUs.
Multi-Echelon Inventory Optimization : Store-level MEIOTraditional forecasting is deterministic — a single number per SKU, allocated once and left alone. That works for steady, high-volume basics. In retail, demand is anything but steady. Trends move hyperlocally and fast, short seasons and long lead times leave little history, and a single average ignores how demand differs store to store. So inventory lands in the wrong places — stocked out in one location while piling up in another, often the same item — and once stock reaches the stores, traditional systems have no way to adjust. The result is markdowns on what didn’t sell and lost sales on what did.
Probabilistic planning models the full range of demand at the store level instead of one fragile number, then keeps optimizing in-season — reallocating and re-pricing inventory to where it will sell at full price. It's the foundation Decion builds on, across dynamic allocation, responsive rebalancing, and agentic AI.
ToolsGroup is recognized as a Technology Leader in the QKS Group 2024 SPARK Matrix for Retail Forecasting & Replenishment — for the third year running — and as a Leader in their SPARK Matrix analyses of Intelligent Retail Pricing & Promotion Optimization and Global Supply Chain Inventory Optimization, scored on technology excellence and customer impact.
Also recognized: 4.5★ Gartner Peer Insights
The hard part of retail planning — hyperlocal demand, short seasons, omnichannel fulfillment, assortment complexity — is the same whatever you sell. A few sectors where we have customers today:
Apparel and lifestyle brands planning fast-changing assortments across stores, channels, and rapid international expansion.
Cosmetics and health-and-beauty retailers managing diversified, trend-driven ranges, frequent launches, and promotions.
Luxury and premium brands protecting margin and brand experience while keeping high-value inventory precisely positioned.
Footwear retailers maximizing full-price sell-through across sizes and seasons while clearing prior-season stock profitably.
Home, furniture, and design retailers planning long lead times, configurable products, and made-to-order ranges.
Specialty, outdoor, and multi-category retailers balancing broad assortments and omnichannel fulfillment across markets.
Don't see yours? If you sell across stores and channels against fast-moving, hyperlocal demand, the challenge is the same — and so is the fit.
Customer proof from operations spanning fashion, healthcare retail, and specialty drugstores.
Analyst reports, guides, case studies, and webinars on store-level forecasting, in-season optimization, and lifecycle pricing.
Questions buyers and ask about retail planning software.
Talk to a specialist who understands hyperlocal, omnichannel retail.