Store-Level Allocation,
at retail scale
Store-level allocation — also called SKU allocation or inventory allocation — is where your assortment meets reality. It's the moment a master plan becomes a per-store quantity grid. Get it right and stock turns; get it wrong and you fund markdowns. This page covers how modern inventory allocation software works, the constraints it must respect, and how Assort Agent compresses the cycle to minutes.
What store-level allocation actually does
At its core, allocation answers: "for each SKU and each store, how many units should ship in week X?" That sounds simple. In practice, the answer must respect dozens of constraints simultaneously and be defensible to merchandising, finance, and supply chain.
The constraints a real allocation engine respects
- Demand forecast at SKU × store level.
- Store capacity — physical shelf and back-of-house space.
- Minimum presentation quantities — visual merchandising standards.
- Size and color curves — depth that matches local fit and color preferences.
- Brand and price ladder — the merchandising story per cluster.
- Calendar windows — newness, sale events, festivals.
- Supply — what's actually arriving, when.
Flat allocation vs. demand-driven allocation
Many retailers still allocate on store grade × historical share. That under-supplies winners and over-supplies stragglers, especially during festivals and newness drops. Demand-driven, AI-based allocation reads the signal at SKU × store granularity and reshapes flow week to week. The same total inventory, distributed better, can deliver materially higher sell-through and lower markdowns.
How Assort Agent runs allocation
- Ingest the assortment plan from assortment planning or your upstream merchandise planning system.
- Pull store master, capacity, clusters, and historical sales.
- Generate SKU × store demand forecasts.
- Run constraint-based optimization to produce a candidate allocation.
- Validate against merchandising rules and surface trade-offs.
- Export store-ready files to your ERP/WMS, with a full audit trail.
Run a sample allocation on your data
Send us a category and store sample — we'll show you a store-level allocation in minutes.
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