Footwear matched with corresponding shoe cartons and contents using Vision Agents to streamline checkouts and returns.
VISION AI for every industry
Retail
Object validator

Visual shoe verification for returns and self checkouts

April 30, 2025

Returns are a major source of revenue leakage in footwear retail. Customers may return shoes in the wrong box, with mismatched barcodes, or even attempt to return a different product entirely. At scale, this creates inventory inaccuracies, restocking issues, and opportunities for fraud. The problem is compounded at self-checkouts, where staff intervention is limited and packaging errors are easy to miss.

Tiliter’s Vision AI Agents identify shoes visually, using the product’s appearance - style, shape, colour, size markers, logos. Rather than relying solely on barcodes or printed tags. Whether a customer is returning an item or scanning it at a kiosk, the system compares the shoe’s image to your product database in real time, alerting staff or systems to any inconsistencies.

Benefits:

  • Detect incorrect or fraudulent returns before restocking
  • Identify mismatches between shoes and boxes to prevent revenue loss
  • Improve inventory accuracy across online and in-store channels
  • Reduce false positives at self-checkout with real-time visual verification
  • Support omnichannel workflows where barcodes may be damaged, swapped, or absent

From large chains to boutique stores, Vision AI agents offer a scalable way to secure returns, reduce fraud, and improve trust in automated retail experiences.