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OPENFDE CASESanitized caseFDE co-creation
Industry · Retail & E-commerceSubcategory · Cross-border Apparel

A Singapore apparel e-commerce business · Logistics, replenishment and ad control

Handwritten logistics labels were difficult to capture, inventory was fragmented and ads kept spending against out-of-stock products.

Industry
Retail & E-commerce
Subcategory
Cross-border Apparel
Brand
A Singapore apparel e-commerce business
Current stage
In production
FDE co-creation
01 · Entry project

Logistics, replenishment and ad control

02 · Field problem

Handwritten logistics labels were difficult to capture, inventory was fragmented and ads kept spending against out-of-stock products.

03 · Delivery practice

VLM reads arrival photos for confirmation, replenishment is calculated automatically and low inventory pauses advertising.

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