Card Vision: AI-Powered Bulk Scanning App for Sports Cards by InfiniteUp AgencyCard Vision: AI-Powered Bulk Scanning App for Sports Cards by InfiniteUp Agency
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Card Vision: AI-Powered Bulk Scanning App for Sports Cards

InfiniteUp Agency

InfiniteUp Agency

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Case Study: Card Vision

Industry: Sports Collectibles / Retail Tech Core Technologies: FlutterFlow, Supabase (Edge Functions), Google Gemini AI, Roboflow, RevenueCat Services Provided: Full-Stack App Development, AI Integration & Orchestration, Cloud Architecture Optimization

The Challenge

The $13 billion sports collectibles market is hindered by an archaic infrastructure. Professional dealers often acquire thousands of cards in a single weekend, but existing mobile scanning apps are designed for casual hobbyists, requiring cards to be scanned one by one. Digitizing a standard "monster box" of 3,200 cards took over 9 hours, creating a massive, profit-draining data entry bottleneck.

The Solution

InfiniteUp engineered a "Pro-Grade" productivity platform focused entirely on bulk velocity. We designed a custom architecture that chains computer vision (Roboflow) with generative AI (Google Gemini) to identify, crop, and price up to 12 trading cards simultaneously in a single camera frame.
To ensure a seamless mobile experience, we built a highly responsive frontend in FlutterFlow. The technical breakthrough, however, happened in the backend. Handling heavy AI payloads and parsing complex JSON arrays initially caused client-side lag. We solved this by migrating the core logic to Supabase Edge Functions. Offloading the computation to the cloud eliminated multiple server round-trips and executed batch database inserts instantly.

Key Outcomes

10x Efficiency Gain: Reduced a dealer's 4-hour manual data entry workflow to under 20 minutes, cutting processing time per batch down to 10–12 seconds.
300% Performance Optimization: Transitioning heavy AI orchestration to Edge Functions eliminated mobile client lag and created a frictionless user experience.
Immediate Market Validation: The high-velocity workflow resonated immediately with the target market, securing ~2,800 organic pre-launch signups and early pilot partnerships with major card show dealers.
Interested in working with InfiniteUp? Book a complimentary discovery call with InfiniteUp's Barrett Nash to share your product ideas.
Card Vision inside the FlutterFlow development environment.
Card Vision inside the FlutterFlow development environment.
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What the client had to say

InfiniteUp took a chance on unfamiliar tech (Supabase) for Card Vision and delivered. We hit some hurdles, but communication was always clear. They grew with our project. We haven't launched yet, but we're continuing the partnership!

Card Vision

Jan 26, 2026, Client

Posted Apr 8, 2026

Card Vision is a B2B productivity app engineered to solve the critical bottleneck in the $13 billion sports collectibles industry: inventory digitization speed.