Diagnose
You get an honest read: what's demo magic versus product debt, where real users stall, and what the minimum trust bar is before you scale acquisition.
Turn a vibe-coded MVP into a product real users trust.
AI builds fast. Products still need structure, edge cases, and an activation path — or your early adopters churn before you scale.
Trusted by 200+ YCombinator
& Speedrun founders
Play Reel
Your Lovable, Cursor, or Bolt build impressed in the demo. Real users try it — stall, get confused, or don't return. We close the gap between demo-ready and product-ready — before you scale acquisition into a leaky funnel.
From vibe-coded idea to product-ready build.
AI tools ship fast. They optimize for the happy path — the one you narrate. Real users arrive without context, hit edge cases, stall on unclear IA, and churn before they've seen the core value. That gap between demo and product is where early adoption dies.
We close it: clear activation flows, coherent UI patterns, error states that maintain trust, and a backend logic review that keeps the product stable under real load.
What you leave with is a product people navigate, trust, and return to — not just a demo that wows in a pitch. See our process.
UX gaps found and fixed.
Users stall on your demo flow, not the one you scripted. We map where real users actually get confused and redesign the paths that matter.
Activation path designed.
No happy path without onboarding. We define the first-value moment and build the flow that reliably gets users there — without you in the room.
UI coherence and design system.
Tokens, components, and consistent patterns so the product feels intentional — not stitched together from five different AI sessions.
Edge cases and error states.
Empty states, loading, error handling, and permission failures designed so users feel in control even when things don't go perfectly.
Backend logic review.
If the AI scaffold has gaps in data handling, state management, or security, we surface them before you scale traffic to a fragile build.
Handoff and documentation.
Production-ready specs and clear documentation so your engineering team can maintain, extend, and own the product after the sprint.
How we invent
your growth
Prototype
You see restructured flows and UI that keep what makes the vibe build impressive — while removing the confusion and dead ends that kill retention.
Validate
You get activation signal from real users on the hardened experience — before you spend money sending traffic to a product that still breaks at step three.
Ship
Your engineering team gets production-ready specs and a build partner — so the MVP becomes a maintainable product your team can extend without heroic explanations.
Compound
You leave with a growth-oriented backlog: activation, retention, and monetization next — so the demo becomes a product trajectory, not a plateau.
FAQ
Other ways we
invent growth
Product metrics performance
We find the highest-impact opportunities across the product journey and improve the screens and steps that shape conversion, activation, retention, and revenue.
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Product Design
We design the flows, screens, states, and systems that make complex products easier to understand, use, and ship.
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Websites + Funnels
We shape the positioning, page structure, product story, and conversion paths that turn visits into qualified demos, trials, and pipeline.
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Testing & Experimentation
We test ideas with real users and clear metrics before full build, so the team can move forward with evidence instead of assumptions.
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AI Engineering
We use AI-native tools to design, build, and ship reliable product experiences faster, with production quality and maintainable code.
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