Edgify: Transforming Retail Operations with Edge AI and Computer Vision

Improving Product Recognition at Checkout

Accurate product identification is critical to efficient retail operations. Barcode errors, incorrect product selection, and intentional mislabeling can lead to inventory discrepancies, customer frustration, compliance risks, and lost revenue. Edgify addresses these challenges through edge AI and computer vision technology that identifies products based on visual recognition rather than relying solely on barcodes or manual input.

“AI is largely solved inour world, what's not solved is how you deploy it,” says Mitchell Goldman, Chief Operating Officer.

Unlike traditional AI solutions that depend on cloud processing or dedicated hardware, Edgify's platform operates directly on existing retail devices, including self-checkout systems, weighing scales, barcode scanners, and other in-store equipment. This allows retailers to enhance product recognition and operational efficiency without investing in new infrastructure.

The platform accurately identifies fresh produce and other non-barcoded items during checkout, reducing manual lookups and improving labeling accuracy by up to 96 percent. By comparing visual recognition with barcode and transaction data, it can also detect non-scans, barcode switching, mislabeling, and other activities that contribute to retail shrink, helping recover significant front-end losses while improving checkout speed and customer experience.

Scaling AI Across Retail Operations

Edgify's computer vision technology extends beyond checkout to support a variety of operational workflows. On weighing scales, the platform automates product identification, reducing manual product selection and improving efficiency for store associates and e-commerce order fulfillment teams. It also helps standardize labeling for prepared foods, minimizing compliance risks related to incorrect product identification and allergen labeling.

The platform provides centralized monitoring, reporting, and analytics that enable retailers to manage thousands of devices across multiple store locations while continuously improving recognition accuracy through ongoing machine learning. Edgify has also expanded its capabilities into waste management by identifying products destined for recycling, landfill, or disposal, helping retailers improve inventory accuracy and sustainability reporting.

Designed for large-scale deployment, the platform can be implemented remotely across extensive retail networks with minimal operational disruption. Today, Edgify supports thousands of stores and devices worldwide, delivering highly accurate product recognition while helping retailers reduce shrink, improve compliance, streamline workflows, and maximize the value of their existing retail technology infrastructure.Read more