Built for multi-store retail and supply chain teams
Assortment and inventory decisions backed by your sales data
Plan production assortments, forecast demand by store and channel, and optimize replenishment from POS, ERP, and WMS signals—with explainable recommendations your operators can trust.
- ERP, POS, and WMS connectors
- Store-SKU demand forecasting
- Explainable forecast drivers
See it in action
How it works
Three steps from operational data to assortment and inventory decisions your merchandising and supply chain teams can act on.
Connect
Ingest POS, ERP, WMS, and supplier lead times into a unified retail data layer.
Forecast
Model demand, seasonality, and promotional lift by store, channel, and SKU.
Execute
Publish assortment changes, replenishment orders, and production run plans.
Built for operators who need forecast explainability
Retail Assortment & Inventory AI connects to your operational data and surfaces drivers behind every recommendation—not black-box chat summaries.
Assortment Planning & SKU Rationalization
Model which SKUs to add, hold, or cut by region, season, and margin targets.
Store- & Channel-Level Demand Forecasting
Forecast units and revenue by store, e-commerce, and wholesale with seasonality baked in.
Replenishment & Safety Stock Optimization
Recommend order quantities and safety stock from lead times and service-level goals.
Seasonal & Promotional Lift Modeling
Separate baseline demand from promo spikes and holiday calendars before you commit inventory.
Sell-Through & Markdown Recommendations
Flag slow movers early and suggest markdown timing to protect margin and shelf space.
Multi-Location Stock Balancing
Transfer recommendations across DCs and stores to fix imbalances before stockouts hit.
Production Run Alignment
Align factory runs and buy quantities with validated demand scenarios—not spreadsheet guesses.
Stockout & Overstock Alerts
Proactive alerts when weeks-of-supply breach thresholds by SKU, location, or category.
Industry use cases
The same platform adapts to how your category teams work—from seasonal fashion to high-velocity FMCG to omnichannel operations.
Plan seasonal drops with size curves and colorway depth—then time markdowns before slow movers tie up open-to-buy.
- Seasonal assortment and size-curve planning
- Sell-through tracking by style and colorway
- Markdown timing recommendations
AI-native analysis on top of planning—not the same as a legacy suite
Enterprise retail planning tools excel at governed forecasting and replenishment cycles. Retail Assortment & Inventory AI adds natural-language analysis, auto-built charts from your connected data, and cited recommendations planners can interrogate without rebuilding models.
| Capability | Retail Assortment & Inventory AI | Excel & Spreadsheets | Legacy ERP Modules | Enterprise Retail Planning |
|---|---|---|---|---|
| Store-Level Demand Forecasting | — | ~ | ||
| Assortment & Replenishment Workflows | ~ | |||
| Promo & Seasonal Lift Modeling | — | ~ | ||
| ERP / POS / WMS Connectors | — | |||
| Plain-English Questions on Live Data (NLP) | — | — | — | |
| Auto-Generated Charts from Connected Data | — | — | ~ | |
| Conversational What-If Scenarios | ~ | — | ~ | |
| Recommendations with Source Citations | — | ~ | ~ | |
| Explainable Drivers (Why This SKU) | — | — | ~ | |
| Self-Serve Analysis Without Long IT Rollout | ~ | ~ | — |
Everything you need to know
Practical guides on retail data strategy, forecasting design, and how operations teams evaluate planning platforms.
Ready to improve assortment and inventory accuracy?
Get tailored guidance on forecasting workflows, data integrations, and how Retail Assortment & Inventory AI fits your merchandising and supply chain stack.