Business Problem
Retail stores lacked decisionsupport to guide allocation and assortment decisions, limiting the ability tooptimize product placement and improve in-store availability.

Actions Taken
· Implemented similarity-based andaffinity-based recommendation models.
· Used image similarity (VGG-based models) toidentify comparable SKUs.
· Applied market basket analysis andcollaborative filtering to identify complementary products.
· Provided analytical insights to supportallocation and assortment decisions.
Outcomes Achieved
· Improved cross-store and in-store allocationof related products.
· Increased effectiveness of inventoryplacement decisions.
· Supported higher product availability andassortment relevance.
· Contributed to improved sales performance inpilot stores.
