From Zero to Paying Users: Launching an AI Product Overseas

Many developers believe taking an AI product overseas requires months of preparation and a dedicated team. The experience of Cang He, a Chinese independent developer, challenges that assumption. He recently upgraded his open-source project’s English website—a gallery for GPT Image 2 prompts—and turned it into a paying product within days.

The core insight came from a product thinking class: users don’t remember the features you build; they remember how much time you saved them. Initially, visitors could browse prompts and images but had to copy them elsewhere to test. He realized that adding an online testing capability would directly solve that friction. So he built a one-click image generation feature powered by the GPT Image 2 API.

Cost was a real concern. The API credits were limited, and free testing for everyone was unsustainable. He designed a credit system inspired by common SaaS models: each user gets one free trial, then can buy credits or a subscription. This not only covers API costs but also creates a revenue stream. The system includes a membership page, transaction history, and direct links to generated images.

What makes this project notable is the speed of execution. He used the latest Qwen 3.7-Max model from Alibaba Cloud, obtained through an early access beta at a conference, and paired it with Claude Code to write the entire backend. Google OAuth for login, Stripe for payments, a database for user profiles, and Google Analytics 4 for admin dashboards were all integrated in a single day. In the past, such a system would have taken at least a week with a full-stack team.

The results speak for themselves: paying users appeared shortly after launch. This demonstrates that the barrier to building a viable overseas AI product has dropped dramatically. The combination of powerful open-source models, AI-assisted coding, and mature payment/storage infrastructure means individual developers can now compete globally. For those sitting on an idea, the message is clear—the only barrier is the decision to start.

Time saved is the real product, not the feature list. AI has turned developers into product factories, but only if they focus on the user’s pain. The shortest path to revenue is a frictionless trial followed by a clear paid tier.