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PRACTICE / RETAIL
PR-081 · RETAILADVANCED

Shelf-photo stock checker

THE PROBLEM

Store staff walk aisles to spot empty shelves. Build a tool where a shopkeeper photographs a shelf and gets back a list of products that look low or out of stock, so restocking is driven by a photo instead of a walk-through.

WHO IT'S FORRetail store managers and merchandising teams.
PLAN IT
  1. 01Start with a single, well-lit shelf and a short list of expected products.
  2. 02Define the output: per product, a status of OK / low / out.
  3. 03Accept that v1 is a helper, not perfect — flag uncertain items for a human.
BUILD IT — FREE
  1. 01Use a free vision-capable model: 'List visible products and whether each looks well-stocked, low, or empty.'
  2. 02Give it the expected product list as context to reduce guessing.
  3. 03Return a simple checklist a staffer confirms on their phone.
A FREE STACK TO START WITH
a free vision LLMphone cameraa mobile-friendly page
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