Prompt Engineering for UI Generation

Master the art of communicating design intent to LLMs. This skill covers prompt patterns specifically optimized for generating consistent, high-quality user interfaces.

When to Use This Skill

Writing prompts that generate consistent UI components
Describing design intent precisely to AI systems
Building reusable prompt templates for design systems
Iterating on UI generation with structured feedback
Creating few-shot examples for UI patterns
Debugging inconsistent UI generation outputs

The UI Prompting Challenge

UI generation is uniquely challenging because it requires:

Visual precision - Exact spacing, colors, typography
Behavioral specification - Interactions, states, animations
Contextual coherence - Fitting within a design system
Accessibility compliance - WCAG, ARIA, keyboard navigation
Responsive adaptation - Multiple breakpoints, devices
Code quality - Clean, maintainable output

Standard prompting techniques often fail because UI is simultaneously visual, behavioral, and technical.

Core Prompt Patterns

Pattern 1: The Component Contract

Define components as contracts with explicit input/output specifications.

## Component Contract: DataTable

### Purpose
Display tabular data with sorting, filtering, and pagination.

### Props (Inputs)
| Prop | Type | Required | Default | Description |
|------|------|----------|---------|-------------|
| data | T[] | Yes | - | Array of data objects |
| columns | ColumnDef[] | Yes | - | Column configuration |
| pageSize | number | No | 10 | Rows per page |
| sortable | boolean | No | true | Enable column sorting |
| filterable | boolean | No | false | Show filter inputs |

### Visual Specification
- **Container**: bg-white rounded-lg shadow-sm border border-gray-200
- **Header row**: bg-gray-50 text-gray-600 text-sm font-medium
- **Data rows**: hover:bg-gray-50 border-b border-gray-100
- **Typography**: Font-sans, body text 14px, headers 12px uppercase
- **Spacing**: Cell padding 12px horizontal, 8px vertical

### States
1. **Loading**: Skeleton rows with pulse animation
2. **Empty**: Centered message with icon
3. **Error**: Red border, error message below
4. **Selected**: bg-blue-50, left border accent

### Accessibility Requirements
- role="table" on container
- Sortable columns announce sort direction
- Focus visible on all interactive elements
- Keyboard navigation: Tab through headers, Enter to sort

### Output Format
React TypeScript component using Tailwind CSS.
Include JSDoc comments and prop types.

Why This Works:

Explicit contract eliminates ambiguity
Visual specs use actual CSS values
States prevent incomplete implementations
Accessibility is non-negotiable requirement

Pattern 2: Design Token Injection

Embed design tokens directly in prompts for consistency.

Generate a Card component following these design tokens:

## Tokens
```json
{
  "spacing": {
    "xs": "4px",
    "sm": "8px",
    "md": "16px",
    "lg": "24px",
    "xl": "32px"
  },
  "colors": {
    "surface": {
      "primary": "#FFFFFF",
      "secondary": "#F9FAFB",
      "elevated": "#FFFFFF"
    },
    "border": {
      "subtle": "#E5E7EB",
      "default": "#D1D5DB"
    },
    "shadow": {
      "sm": "0 1px 2px rgba(0,0,0,0.05)",
      "md": "0 4px 6px rgba(0,0,0,0.1)"
    }
  },
  "radius": {
    "sm": "4px",
    "md": "8px",
    "lg": "12px"
  }
}

Requirements

Card uses surface.elevated background
Border uses border.subtle
Padding uses spacing.lg
Border radius uses radius.lg
Shadow uses shadow.md

Map these tokens to Tailwind classes where possible.


**Token Mapping Strategy**:
```typescript
// Prompt can include this mapping guide
const tokenToTailwind = {
  "spacing.xs": "p-1",
  "spacing.sm": "p-2",
  "spacing.md": "p-4",
  "spacing.lg": "p-6",
  "spacing.xl": "p-8",
  "colors.surface.primary": "bg-white",
  "colors.surface.secondary": "bg-gray-50",
  "colors.border.subtle": "border-gray-200",
  "radius.lg": "rounded-xl",
  "shadow.md": "shadow-md",
};

Pattern 3: Visual Reference Chain

Chain visual descriptions from abstract to concrete.

## Component: Hero Section

### Mood (Abstract)
Confident, minimal, focused. The user should feel capable and unintimidated.

### Aesthetic (Semi-Abstract)
- Clean sans-serif typography
- Generous whitespace (40% of viewport)
- Single accent color for CTAs
- Photography: abstract, not literal

### Visual Details (Concrete)
- **Layout**: Centered, max-width 1200px, py-24
- **Headline**: text-5xl font-bold tracking-tight text-gray-900
- **Subheadline**: text-xl text-gray-600 max-w-2xl mx-auto mt-6
- **CTA Group**: mt-10 flex gap-4 justify-center
- **Primary CTA**: bg-indigo-600 hover:bg-indigo-700 text-white px-8 py-4 rounded-lg
- **Secondary CTA**: border border-gray-300 text-gray-700 px-8 py-4 rounded-lg

### Content
- Headline: "Build interfaces that inspire"
- Subheadline: "The design system that empowers creators to ship beautiful products faster."
- Primary CTA: "Get Started"
- Secondary CTA: "Learn More"

The Chain:

Mood → Aesthetic → Visual Details → Content
 ↓         ↓            ↓            ↓
Emotion   Style     CSS Values    Text

This pattern works because it builds from intention to implementation.

Pattern 4: State Machine Specification

Define component states as a state machine.

## Button Component States

### State Machine

idle → hover → pressed → idle ↓ ↓ ↓ focus focus focus ↓ ↓ ↓ disabled (terminal) loading (blocks all transitions)


### State Definitions

| State | Visual Treatment | Tailwind Classes |
|-------|------------------|------------------|
| idle | Default appearance | bg-blue-600 text-white |
| hover | Slightly darker | hover:bg-blue-700 |
| focus | Ring indicator | focus:ring-2 focus:ring-blue-500 focus:ring-offset-2 |
| pressed | Darker, slight scale | active:bg-blue-800 active:scale-[0.98] |
| disabled | Muted, no pointer | disabled:bg-gray-300 disabled:cursor-not-allowed |
| loading | Spinner, no text | Spinner SVG, opacity-50, pointer-events-none |

### Transitions
- All transitions: `transition-all duration-150 ease-in-out`
- Scale transitions: spring-like (use framer-motion if available)

### Implementation Notes
- Use `<button>` element, never `<div>`
- disabled state must be set via HTML attribute
- loading should set aria-busy="true"

Pattern 5: Constraint-First Prompting

Lead with constraints to narrow the solution space.

## Constraints (Non-Negotiable)

### Technical Constraints
- React 18+ with TypeScript strict mode
- Tailwind CSS only (no CSS-in-JS)
- No external component libraries
- Bundle size: component must be < 5KB gzipped

### Design Constraints
- Must pass WCAG 2.1 AA
- Must work without JavaScript (progressive enhancement)
- Must support RTL layouts
- Color contrast ratio >= 4.5:1

### Browser Support
- Chrome 90+, Firefox 88+, Safari 14+, Edge 90+
- No IE11 support required

### Performance Constraints
- First paint < 100ms
- No layout shift on load
- Images must be lazy-loaded

---

## Now, generate a Modal component that satisfies all constraints above.

Why Constraints First:

Eliminates invalid solutions immediately
Focuses generation on viable approaches
Makes review easier (checklist validation)
Prevents "creative" solutions that break requirements

Iterative Refinement Patterns

The Feedback Loop Protocol

Structure feedback for effective iteration:

## Iteration 1 Feedback

### What Works
- Component structure is correct
- Props interface is well-typed
- Basic styling matches tokens

### What Needs Fixing

#### Critical (Must Fix)
1. **Missing keyboard navigation**
   - Current: Only mouse interaction works
   - Required: Arrow keys to navigate, Enter to select
   - Reference: WAI-ARIA Listbox pattern

2. **Color contrast failure**
   - Current: text-gray-400 on bg-white (ratio 2.5:1)
   - Required: Minimum 4.5:1 for body text
   - Fix: Use text-gray-600 (ratio 5.7:1)

#### Important (Should Fix)
3. **Animation too fast**
   - Current: duration-75
   - Recommended: duration-150 for better perception

#### Nice to Have
4. Consider adding subtle shadow on hover

### Revised Requirements
Regenerate the component addressing Critical and Important items.

The Diff-Based Refinement

Request specific changes rather than full regeneration:

## Current Component

```tsx
<button className="bg-blue-500 text-white px-4 py-2 rounded">
  Click me
</button>

Requested Changes

Add hover state: bg-blue-600 on hover
Add focus ring: ring-2 ring-blue-500 ring-offset-2 on focus
Add disabled state: Prop + visual treatment
Add loading state: Spinner + loading prop

Output Format

Show only the modified code with inline comments explaining each change.


---

### The A/B Variant Request

Request multiple options for comparison:

```markdown
Generate 3 variants of a Card component:

## Variant A: Minimal
- No shadow
- Hairline border only
- Maximum whitespace

## Variant B: Elevated
- Pronounced shadow
- No visible border
- Subtle hover lift effect

## Variant C: Outlined
- Thick left accent border
- Light background fill
- Category color coding

## Common Requirements (All Variants)
- Same prop interface
- Same content structure
- Same responsive behavior
- Same accessibility

## Output
Provide all three variants as separate components.
Include a brief rationale for when to use each.

Few-Shot Examples for UI

Example: Button Variants

## Few-Shot Examples: Button Component

### Example 1: Primary Button
Input: Primary action button with "Submit" text
Output:
```tsx
<button className="bg-indigo-600 hover:bg-indigo-700 text-white font-medium py-2.5 px-5 rounded-lg transition-colors focus:ring-2 focus:ring-indigo-500 focus:ring-offset-2">
  Submit
</button>

Example 2: Secondary Button

Input: Secondary action button with "Cancel" text Output:

<button className="bg-white hover:bg-gray-50 text-gray-700 font-medium py-2.5 px-5 rounded-lg border border-gray-300 transition-colors focus:ring-2 focus:ring-gray-500 focus:ring-offset-2">
  Cancel
</button>

Example 3: Danger Button

Input: Destructive action button with "Delete" text Output:

<button className="bg-red-600 hover:bg-red-700 text-white font-medium py-2.5 px-5 rounded-lg transition-colors focus:ring-2 focus:ring-red-500 focus:ring-offset-2">
  Delete
</button>

Now generate: Ghost button with "Learn More" text


**Pattern Recognition**:
- Consistent class structure across examples
- Clear input-output mapping
- Similar complexity level
- Demonstrates the pattern, not just the answer

---

## Prompt Templates

### Template: Component Generation

```markdown
# Generate: {ComponentName}

## Context
Project: {ProjectDescription}
Design System: {DesignSystemName}
Framework: React + TypeScript + Tailwind

## Design Tokens
{DesignTokensJSON}

## Component Specification
Purpose: {ComponentPurpose}
Props: {PropsTable}
States: {StatesList}
Variants: {VariantsList}

## Visual Requirements
Layout: {LayoutDescription}
Typography: {TypographySpecs}
Colors: {ColorSpecs}
Spacing: {SpacingSpecs}

## Behavior
Interactions: {InteractionList}
Animations: {AnimationSpecs}
Accessibility: {A11yRequirements}

## Constraints
{ConstraintsList}

## Output
Provide production-ready React TypeScript component.
Include prop types, JSDoc comments, and usage example.

Template: Design Review

# Review: {ComponentCode}

## Review Criteria

### Design Fidelity
- Does it match the design tokens?
- Is spacing consistent?
- Are colors correct?

### Accessibility
- Keyboard navigable?
- Screen reader friendly?
- Color contrast sufficient?

### Code Quality
- Types correct?
- Props well-named?
- Logic clear?

### Performance
- Unnecessary re-renders?
- Bundle size reasonable?
- Animations performant?

## Output Format
For each criterion, provide:
- Score (1-5)
- Issues found
- Specific fixes needed

Anti-Patterns in UI Prompting

1. Vague Aesthetic Descriptions

Bad: "Make it look modern and clean" Good: "Use Inter font, 16px base, 1.5 line-height, 24px vertical rhythm"

2. Missing State Coverage

Bad: "Create a button" Good: "Create a button with idle, hover, focus, active, disabled, and loading states"

3. No Design System Context

Bad: "Use a nice blue" Good: "Use the primary color from the design tokens: #4F46E5"

4. Implicit Accessibility

Bad: "Make it accessible" Good: "Include ARIA labels, keyboard navigation per WAI-ARIA Listbox pattern, focus indicators"

5. One-Shot Expectation

Bad: Expecting perfect output on first try Good: Plan for 2-3 refinement iterations with structured feedback

Quick Reference

Situation	Pattern to Use
New component	Component Contract
Ensure consistency	Design Token Injection
Explain visual intent	Visual Reference Chain
Complex interactions	State Machine Specification
Avoid rework	Constraint-First Prompting
Improving output	Feedback Loop Protocol
Minor adjustments	Diff-Based Refinement
Exploring options	A/B Variant Request

Integration with Other Skills

This skill pairs well with:

agent-orchestration/ui-agent-patterns - Prompt patterns for agent delegation
context-management/design-system-context - Loading tokens into prompts
llm-application-dev/prompt-engineering-patterns - General prompting foundations
design-mastery/design-principles - Visual vocabulary for descriptions

"A precise prompt is a precise thought. The UI emerges from the clarity of intention."

prompt-engineering-ui