We Built a High-Speed Trading Card Scanning System Using a Ricoh FI-8170 and AI

Uploading large quantities of trading cards has always been one of the most time-consuming parts of running a game store or managing a serious collection. Whether you’re dealing with Pokémon, Magic: The Gathering, or other TCGs, manually scanning, identifying, and listing cards one by one can take hours—or even days. That’s why we decided to experiment with a different approach: turning a high-speed document scanner into a powerful trading card inventory machine.

In this setup, we use a Ricoh FI-8170 document scanner, modified specifically to handle trading cards. Out of the box, the scanner is designed for paper, not cardstock-sized collectibles, so a few changes were required. We added several custom 3D-printed parts to help guide and align cards as they pass through the feeder, ensuring consistent positioning and reducing the risk of misfeeds or damage. With the physical setup dialed in, the next step was optimizing the scanner settings for card stock, color accuracy, and image clarity.

Once configured, the results were impressive. The scanner is capable of processing hundreds of cards per minute, capturing clean, high-resolution images and saving them automatically into organized batches. Instead of handling individual scans, we can now work through large stacks of cards quickly and consistently—something that’s nearly impossible with flatbed scanners or phone-based solutions.

The real magic happens after the scan. Each batch of images is uploaded into AI-powered card recognition software, which analyzes the scans and matches each card to entries in the TCGplayer database. The software identifies key details such as card name, set, and version, then exports the results as a CSV file. This file can be uploaded directly into inventory systems, dramatically reducing manual data entry and human error.

This workflow is a huge advantage for local game stores, online sellers, and collectors managing large inventories. For stores, it means faster buylist processing and quicker turnaround when listing new singles for sale. For individuals selling collections, it removes one of the biggest bottlenecks in the process—accurately identifying and cataloging cards at scale.

While this setup does require some upfront effort, including 3D printing components and fine-tuning scanner settings, the time savings quickly add up. What used to take hours can now be done in minutes, making bulk uploads far more practical and efficient.

As trading card inventories continue to grow, tools like this help bridge the gap between physical cards and digital storefronts. By combining high-speed hardware with AI recognition software, it’s possible to create a scalable, repeatable system that benefits both small game shops and serious collectors alike.

If you’re interested in improving your own TCG inventory workflow, this kind of scanning setup is well worth exploring.

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About GT Games

Discover GT Games, your premier destination for buying and selling trading cards, video games, toys and collectibles.

As a locally owned business in Carleton Place Ontario, we offer one of North America’s best selections of gaming products from popular titles such as Pokémon, Magic: The Gathering, One Piece, Disney Lorcana, Nintendo, PlayStation and Xbox.

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