A self-taught developer turned his card collecting hobby into two scanner apps that he says make $120K a month
Kyle Fowler built Cardstock by hand, then used Cursor's agent to make the MVP of Scanemon, a Pokemon card version, in a day.
Subject: Cardstock and Scanemon (Kyle Fowler)Subscription mobile apps that identify and value collectible cards

Case Overview & Background
Kyle Fowler launched Cardstock six years before the interview. It began with three people in a basement making a few hundred dollars a month. Cardstock lets collectors scan a sports card with their phone camera, find its value and track their collection. A year before the interview, his team launched Scanemon, the same idea for Pokemon cards.
How AI Is Used
Step-by-Step Process
He made Cardstock for card collectors like himself.
Scanemon applies the same scanner to Pokemon cards.
Cursor's agent generated the Scanemon MVP in a day.
Customer Acquisition & Distribution
Limitations, Risks & Failure Modes
What may not apply to you, and what could go wrong:
- The figures are self-reported and were not independently checked
- Collectible card markets go through hype cycles
- The first app took years to grow before AI tools existed
Key Takeaways
- Once one app works, AI can help you clone it for a new niche in days
- Hobbies you know well are a good source of app ideas
Sources
Starter Story: I Turned My Hobby Into $120K/Month Apps
Note: Video interview with transcript. States the 120,000 a month figure, Cardstock subscriptions and the AI build of the second app.
Category page banner: Reach readers researching one specific AI business model.
One clearly labelled banner on a category page such as Micro-SaaS or AI Agencies, shown next to the documented cases your product is relevant to.
Sponsored placements are always labelled and never change how cases are researched, labelled, or ranked.
Commercial disclosure: We currently have no affiliate or sponsorship relationship with any tool or person on this page. If that changes, affiliate links and sponsored content will be clearly labelled, and evidence labels will never be changed for commercial reasons.
