AI image generation has become accessible, but building a real AI SaaS product is much harder than simply calling an image API.

You need:

• user authentication
• credit systems
• payment processing
• content moderation
• storage
• reliability

I recently built OrienFrame, an AI portrait studio that transforms user photos into portraits inspired by East Asian artistic traditions.

This article shares the architecture decisions behind the project.