There’s a lot of noise around “AI-built apps.”

Most of it falls into two camps:

• toy demos that collapse at the first real requirement
• or vague claims like “I barely wrote code”

This post is neither.

What I actually built is a real, monetized SaaS:

• authenticated users
• org-based data ownership
• file uploads
• AI transcription
• quotas, subscriptions, one-time purchases
• internationalization
• a landing page
• and a production-ready architecture

Scribebit

More importantly, I built it using a repeatable AI-assisted system, not improvisation.

This article documents that system.