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Some time ago I built a transcription app using AI.
It worked, but became hard to maintain and extend.
So I rebuilt it from scratch, this time with a structured AI-assisted system:
- PRD → Architecture → API boundaries → UI slices
- Org-scoped ownership + proper separation of concerns
- Usage limits + monetization (subscriptions + credit packages)
- AssemblyAI integration with configurable features
The result: a fully working, monetized SaaS built with a repeatable process.
Try it: https://scribebit.com
And I documented the entire system: Full Breakdown
If you’re building AI-powered products and want to do it properly (not just vibe-code), I’d love to connect.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Is AI stealing our jobs?
Ironically, yesterday someone reached out to me here on Contra asking if I offered AI-assisted visuals.
I had to say no.
But I referred them to a creator I’ve been following who’s actually amazing at it.
Because collaboration > ego.
Immediately after, I bought her course so next time I can say yes!
Because growth > fear.
AI isn’t stealing our jobs. It’s pushing us to expand our skillset. And I genuinely believe the future belongs to creatives who stay curious.
So here’s a little Graza x Gisou collab concept I made for fun right after finishing that first lesson...I have a feeling this is about to make it onto my services page soon 😏
What’s your take? Is AI replacing us or pushing us to level up?
I'm not a developer. I barely know html.
Yet I managed to vibe-code an app with Claude Code to help me make videos for my AI Avatar faster.
Here's a run-through of what the app can do:
https://youtu.be/jbu5fI1CfHw
This is really inspiring. The fact that you barely know HTML and still managed to build a working app with Claude Code to speed up your AI avatar workflow just shows how much the barrier to building things has dropped. The vibe-coding era is genuinely exciting for creative people.
Really strong direction. Curious — what drove the geometric visual system for the brand?
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