Case study

Shelf Audit: Image-Based Placement Checks

Faster audits and clearer accountability for in-store execution.

RetailPythonWeb APIStorageAdmin UI

Problem

Store teams needed faster feedback on shelf compliance using photos.

Solution

Created a review flow and AI-ready pipeline to compare photos and highlight placement differences (MVP).

Outcome

Faster audits and clearer accountability for in-store execution.

Highlights

  • Photo intake
  • Review UI
  • Audit logs
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