atomic
atomic went through a few stages of iteration. Here are the main pivots and what we learned at each step.
1. Automated UX & QA Testing
Problem
Before shipping, PMs and UX devs still rely on manual testers for QA and usability. It’s slow, costly, and doesn’t scale — meaning bugs and usability issues often slip into production.
Solution
AI agents that simulate real human interactions with your interface, surfacing bugs and usability issues before launch.
Process
We built an MVP and signed paying customers. But the market proved too small, with limited latent demand. From this, we carried forward a key principle: what makes great UI, and how to automate it. That insight pushed us toward our next pivot: GenUI.
2. Automatic UI Generation (Dashboards)
Problem
For most devs, frontend is a drag. Design, responsiveness, accessibility — all necessary, but none tied to the real value they want to deliver: backend functionality.
Solution
A prompt to UI tool that generates production-ready, accessible, responsive React code from a simple text description for the most common UI patterns.
Process
Through hundreds of dev interviews, we identified dashboards as one of the most common and repeatable UI patterns. They’re built from reusable blocks — charts, tables, chips, graphs — like Lego. We built a system that could generate a full dashboard from a single prompt. But the business problem remained: dashboards are often a one-off build. To create recurring value, we needed to target something developers rebuild constantly. Answer: UI variants for A/B testing.
3. GenUI for automated AB testing
Problem
AB testing works, but the best way to annoy your devs is to ask them to build variation after variation of a UI component. Most teams half-ass it or skip it altogether, leaving growth potential untapped.
Solution
A prompt to UI tool that builds variants of your UI patterns based on the industry's best references, and makes them plug and play in your existing codebase.
Vision
The best-performing interfaces already exist — built and tested by the world’s top teams. We make them accessible to everyone, letting developers instantly generate, customize, and deploy high-performing UI in seconds.
Process
This was one of the most exciting products we built. The time-to-value was incredible — people described what they wanted, dropped it into their codebase, and got instant results. But we lacked deeper integration into the developer workflow and a strong growth channel. Those gaps pushed us toward our next pivot: self-optimizing websites.
4. Self-optimizing websites

Problem
PMs dream up long lists of UX experiments, but devs rarely have bandwidth to implement them. Even when tests run, they’re often limited: one variant, one iteration — far from true optimization.
Solution
atomic automates the entire experimentation loop:
- Analyze – integrates with your analytics to identify churn points and weak spots in the user journey.
- Generate – creates multiple high-quality UX variants of entire interfaces, informed by best-performing industry patterns.
- Deploy – injects variants directly into the client via CDN, bypassing release cycles and developer bottlenecks.
- Iterate – measures results in real time from hundreds of thousands of real user interactions, and continuously evolves the winning designs to maximize conversion.
Customers & Design Partners
Zealthy, Heymax, JuliusAI, Assuric, Waveful and more.
Vision
Living interfaces: websites and apps that continuously evolve and adapt to their users, optimizing for engagement, conversion, and satisfaction without any manual intervention. Obvious, right?