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Store Layout & Arrangement Map

Products grouped into zones based on KNN affinity. Items in the same zone should be placed near each other on shelves or aisles.

Recommended Zones
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Computing arrangement...

Zone Affinity Heatmap

How strongly each zone relates to every other zone. Darker = stronger affinity.

How to Apply This Arrangement

Physical Store

Place each zone's products on the same shelf or adjacent shelves within an aisle. Zones with high mutual affinity should be on neighbouring aisles.

E-commerce Website

Use the /api/arrangement endpoint to group products into sections on category pages. Show related products in "Frequently bought together" carousels.

POS Integration

Call /api/related/<product_id> when a cashier scans an item to prompt upsell suggestions, or display them on the customer-facing screen.