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Vibe Coding

How to Write UI Prompts That Don't Look Like AI Slop

Engineering TeamJune 7, 20266 min read

Why Most Vibe Coding UI Looks Generic

When builders prompt AI tools with simple instructions like "build a dashboard" or "make a landing page," the AI relies on its most common training data, resulting in standard, uninspired bootstrap-style layouts. These layouts are functional, but they look like "AI slop" — standard cards, default blue buttons, and generic grids. To get clean, premium interfaces, you must instruct the AI with clear design constraints.

What a Good UI Prompt Includes

A high-performing UI prompt provides structured guidelines. It specifies: 1) The layout paradigm (e.g., minimal flat card design, overlapping panels); 2) Precise color tokens (using hex codes, not color names); 3) Exact spacing rules (e.g., "use 16px/24px grid spacing, never mix padding sizes"); and 4) Typography settings (e.g., "use a serif font for page headers and a clean geometric sans-serif for UI labels").

The Brand System as the Foundation

The secret to clean AI-generated UI is feeding the AI a complete brand system before it writes any frontend code. Instead of letting the AI guess, define your CSS variables or Tailwind configuration upfront. When the AI has a system to stick to, it generates code that looks cohesive, polished, and custom-made.

Example Prompt: The Mythos Design Pattern

Here is an example prompt structure you can paste into Replit, Bolt, or Lovable: "Create a SaaS dashboard. Use a flat, border-less aesthetic with a soft stone-50 background. Primary accent is #EA5B0C. Buttons should have rounded-full corners and a subtle shadow. Keep borders thin (1px) and dark/semi-transparent (black/5). Headings use Instrument Serif and body text uses Manrope. Avoid crowded elements — let there be at least 32px of spacing between key widgets."

Let Glyph Write Your Design Prompts

Glyph creates custom design prompt blocks for your brand system automatically. You can copy the generated prompt instructions and paste them directly into your AI builder. This guarantees that Lovable, Bolt, or Cursor renders your UI with the exact colors, fonts, and spacing tokens required for your brand.

Glyph System Tool

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