We find where users get stuck
We identify friction across your most important product journeys and understand where the experience falls short.
We find the friction in your most important user flows, redesign them, and ship the result in your code, with the rules your AI agents need to keep building on it.

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design systems that AI agents can use.
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: read about their design system for AI agents (opens in a new tab)Not affiliated with or endorsed by these companies. Logos are trademarks of their owners.
The problem
Optimize each message with insights from every result. Small gains compound over time.
One platform for every channel, message type, industry, and geography.
Works with any AI tool using MCP, CLI, API or webhooks.
How we work
We identify friction across your most important product journeys and understand where the experience falls short.
Give your AI coding agents the design direction, reusable components, and context they need to build great interfaces without starting from scratch.
Make every new feature feel like part of the same product, even as you keep shipping with AI.
The result
You’ve been postponing working on your app’s design and user experience because it means months of work, a frozen roadmap and a Figma file someone still has to build. We design it, ships it in your code, and hands your AI agent the rules to follow. Your stack, your tools and your shipping speed don’t change at all.
“It’ll take six months.” Let humans think, AI will ship.
“We’ll get a Figma file we still have to build.” We write the code. It lands in your repo.
“AI can design it for us.” But top clients notice and won’t pay for vibe-coded apps
After
BeforeQuestions
Can’t find what you’re looking for? Submit a flow and ask us on your call.
The user flow you want analyzed (for example sign-up, onboarding or checkout), a link to your app or site, and anything you already suspect is going wrong. A few sentences is enough.
We analyze the flow, looking for where users hesitate, drop off or get confused. You then book a call, and we present the analysis and what we would fix first.
A focused engagement where we find friction across your most important product journeys, redesign the flows that matter, and ship the result into your code.
No. Your stack, your tools and your shipping speed don’t change at all. We work inside your repo and your existing workflow.
We give them the design direction, reusable components and context they need to build great interfaces without starting from scratch, so every new feature follows the same rules.
Redesigned core flows that already live in your code, plus a design system your AI agents build upon, so the product stays consistent as you keep shipping.
We write the code and it lands in your repo, so there is no Figma file left for someone to build. And AI alone can’t supply the taste: top clients notice, and won’t pay for, vibe-coded apps.
Flow analysis
Tell us which user flow matters most. We’ll analyze it, then present what we found on a call.
Sign-up, onboarding, checkout, any flow that matters. It takes a couple of minutes.
We look for friction: where users hesitate, drop off or get confused.
Book a call and we’ll walk you through the analysis and what to fix first.