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14:45, 12 December 2025
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In Russia, an AI-Powered Checkout Identifies Dishes and Calculates the Bill

A new AI-driven self-checkout system developed by 1C-Rarus uses computer vision to recognize dishes in seconds, aiming to dramatically speed up service across cafeterias, cafes, and fast-food venues.

The smart checkout system from 1C-Rarus, equipped with automatic dish recognition, allows orders to be processed in just a few seconds and significantly reduces service time.

1C-Rarus has launched an automated dish-recognition service based on computer vision, designed to simplify technical processes in food service operations, from cafeterias and cafes to fast-food chains. The technology targets the HoReCa market, which includes restaurants, cafes, canteens, and quick-service outlets. Pilot testing has already been carried out in factory cafeterias and industrial catering companies.

Computer Vision Sees What’s on the Plate

The workflow is intentionally simple. A customer places a tray under the camera, the system automatically analyzes its contents, and generates a list of dishes. The user then reviews the information on the screen, confirms the order, and completes payment using a bank card or an internal corporate meal card. The process speeds up service and makes it fully contactless.

Works With Product Labeling

The AI-powered checkout can recognize items even when multiple dishes are placed on a single plate, identify set meals, adjust lighting to match the environment, and ensure that no foreign objects are present above the tray. A built-in 2D scanner supports product labeling, further expanding the system’s capabilities.

According to Alexey Pavlov, head of food service automation at 1C-Rarus, the company has managed to significantly accelerate the rollout of the technology.

“We have learned how to generalize data effectively. As a result, new projects can now be launched almost out of the box on the very day the equipment is installed,” he said.

He added that at facilities with multiple checkout terminals, the system can be further trained from a single terminal.

The intelligent checkout integrates seamlessly with 1C:Fast Food, 1C:Restaurant, and back-office systems used to manage food service businesses. The new technology simplifies accounting and service workflows, improves service quality, and delivers a more modern customer experience for operations of any size.

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