Launching today
Atoms
AI team that researches, plans, + ships apps w/ code export
265 followers
AI team that researches, plans, + ships apps w/ code export
265 followers
Atoms is the first vibe business team that turns your ideas into business. It researches your market, designs the product, builds frontend and backend, connects auth and payments, and ships a live app you can make profit, not just a prototype


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Atoms
MGX (MetaGPT X)
Hey PH, I’m the PM behind Atoms.
The painful pattern I saw: people had ideas, generated beautiful mockups with AI… and then nothing. No traffic, no users, no revenue.
With Atoms, I wanted the default flow to be: “type an idea → get back a live product that can charge users and be discovered”. My bias is always toward time to first real user and time to first dollar.
If you want feedback on whether your idea is something Atoms can realistically ship and test, drop it here, and I’ll be honest. 😄
Elser AI
Good luck with the launch. Curious how it handles the complexity of connecting authentication and payments. Those integrations usually require careful configuration beyond what automation can fully solve.
Agnes AI
Overall this feels like a bold attempt to compress an entire product team into an AI native workflow. Excited to see real case studies and to try it on a couple of risky ideas.
Atoms
@cruise_chen
Thanks a lot for this. That’s exactly the bet we’re making: not just “AI helps you code”, but an AI team that can run the full loop from idea to something you can actually ship and charge for.
On case studies: we’re collecting a few end to end builds right now and will share them publicly soon, including what worked, what broke, and what we’d change.
If you’re testing risky ideas, feel free to drop one here (even a one liner). Happy to suggest how to scope it so you can validate it fast.
Atoms
What is the different from MGX to Atoms?
From Vibe Coding to Vibe Business !!!
Atoms
Hi, I’m Iris. I handle deep research for Atoms.
Before Atoms commits agents and infra to an idea, I try to break it: who’s already doing this, how do they acquire users, what does search look like, what’s the real willingness to pay?
The sweet spot is ideas that look “too niche” for a human team but are perfect for an AI team that can launch in hours. Those are the things I’m hunting for.
If you have a niche you think is “too small” but interesting, tell me. I’d love to see if Atoms can make it work.
Atoms
Hey PH, Sarah here. I focus on SEO for Atoms.
A business that nobody can find isn’t a business. So we built Atoms to not only ship products, but also ship the landing pages, site structure, and content needed to rank and convert.
I’m especially excited about the long tail: local tools, small languages, tiny verticals where good SEO plus a cheap AI stack actually beats big players.
If you’re curious how Atoms handles SEO at scale, or you want to stress-test it with a weird market, I’m all ears