AI Prototype Design
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About this skill
Problem
When an idea is still mostly a description, static screenshots or mockups make it hard to quickly validate interaction order, feedback states, and page structure. AI Prototype Design turns natural language into a runnable, clickable single-file HTML/CSS/JS prototype, so engineers, PMs, and non-technical stakeholders can review the same artifact.
How It Works
- Clarify the target: identify deliverable type, fidelity, platform, key screens, interactions, and visual style; if ambiguous, ask at most 1-2 questions.
- Use templates when useful: read
dashboard.html,landing-page.html,mobile-app.html, oradmin-panel.html, then customize through CSS variables; otherwise build from design guidelines. - Generate interactive output: semantic HTML, inline CSS/JS, responsive breakpoints, hover/focus states, modals, tabs, 200-300ms transitions, and realistic placeholder data.
- Validate and iterate: check offline behavior, responsiveness, clickable flows, accessibility, and vanilla-JS performance, then save as
prototype-{type}-{date}.html.
Boundaries
It is best for validating concepts, page structure, and interaction loops. It is not a replacement for a formal design system, complex state management, backend integration, or production-grade component libraries. If the final app needs auth, advanced charts, i18n, theme engineering, or maintainable frontend code, treat this output as a prototype and port it to the target stack.
Use Cases
- A PM validates a SaaS landing page's hero, features, and pricing structure before design review.
- An engineer builds a dashboard prototype to check sidebar, KPI cards, charts, and table layout.
- A founder demos a mobile login and onboarding flow with a clickable prototype instead of static screens.
- A designer creates a grayscale wireframe to confirm page hierarchy and navigation for a blog platform.
Best For
- Product managers who need to validate product flows and page structure without starting a frontend project.
- Independent developers who need a clickable demo for clients or reviews.
- UI designers who need low-fidelity wireframes or mid-fidelity interaction drafts.
- Frontend engineers who need to inspect landing page, dashboard, or admin panel layouts first.
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