Store-Level Assortment Planning and Simulation

Solution Assortment Planning and Simulation
Solution Assortment Planning and Simulation
Industry CPG
Region US
Technology NucliOS
Context
Assortment Planning is a critical lever for CPG businesses as diverse consumer preferences shape product demand. Beyond meeting demand, assortment decisions impact revenue density, margins, and inventory productivity within constrained shelf space. As the approach shifts from “catering to all” to localized buyer needs, store-level assortment planning becomes essential for revenue growth, improved SKU productivity, reduced stock-outs and excess inventory, and optimized space utilization. AI-powered solutions enable precise demand matching and operational efficiency. 
Problem Statement

The client’s assortment planning process was centralized and fragmented, lacking store-level granularity to optimize SKU mixes by region. Decisions relied on aggregated data, resulting in poor SKU performance visibility, margin leakage, and suboptimal shelf allocation. Without simulation capabilities, the client could not quantify listing or de-listing impact, cannibalization, or incremental revenue, leading to assumption-driven recommendations and inconsistent assortment performance. 

Impact

  • Improved net revenue per store by $71M within 14 months of deployment through localized assortment plans  
  • Increased sales by ~2.5% within their top 3 clusters 
  • Optimized product selection, reducing underperforming SKUs by 13% through data-driven SKU rationalization  
  • Reduced the time taken to adjust plans by 70% through scenario planning capabilities 

 

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