AI vision that sees folded garments and syncs Shopify in real time.
Replacing spreadsheet-driven stock updates with a single photo upload — across 1,000+ SKUs and two sales channels.
The client.
The client operates both a physical retail store and a Shopify ecommerce store carrying roughly one thousand clothing SKUs. Inventory sync between the two channels was entirely manual, and as the catalog grew, stock management became increasingly painful and error-prone.
- ✕Manual inventory updates across two channels
- ✕Frequent offline-to-online stock mismatches
- ✕Large, fast-moving catalog with constant variants
- ✕Human error in counts and SKU mapping
- ✕Hours of repetitive inventory operations
- ✕No path to scale beyond current store size
- ✓Eliminate spreadsheet-based inventory updates
- ✓Recognise products from a single photo — even folded
- ✓Auto-match incoming products to Shopify variants
- ✓Keep online and offline stock perfectly in sync
- ✓Build a foundation that scales to multi-store
How we built it.
We built an AI-powered inventory automation platform on the Agent AI SDK. Staff simply upload a photo with size and quantity; the AI recognises the garment (even when folded), finds its match in the live Shopify catalog, and updates inventory automatically. No spreadsheets, no SKU lookups, no manual entry.
End-to-end flow.
What it does.
Under the hood.
Measurable results.
Designed for multi-store rollout — additional Shopify stores, warehouses and physical locations can be onboarded without re-training the vision pipeline.