Mashgin

Mashgin sells a business-facing checkout platform for physical commerce environments. It creates value by replacing or accelerating conventional self-checkout through computer vision item recognition, then layers in software reporting, API connectivity, deployment and support. The model appears to combine installed hardware at customer sites with recurring software and service revenue, making the platform operationally embedded once integrated into store or venue workflows.

Mashgin is a private US retail technology company that provides AI-powered self-checkout systems using computer vision to recognise multiple items without barcode scanning. Its core product is deployed in physical retail, foodservice and venue settings such as convenience stores, stadiums and campus dining, where speed of checkout and queue reduction are central operating needs.

The company makes money through a hardware-plus-software model that combines checkout units, recurring software access, cloud reporting, API access and deployment/support services. Its direct customers are business operators rather than consumers, particularly multi-location retail and foodservice operators that need faster throughput, fewer friction points at checkout and integrations with existing POS, payment, loyalty and back-office systems.