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.