UI/UX Design Guidelines - What AI Overlooks

This skill focuses on concrete verification steps AI commonly skips. Trust AI for general design principles, but scrutinize these critical areas where AI consistently fails to check.

⚠️ Critical: AI's Common Oversights

1. Generic AI Aesthetics (Most Critical - Must Check First)

Pattern AI ALWAYS falls into: Using predictable, "safe" design choices that create cookie-cutter interfaces

NEVER use these AI defaults:

❌ Overused Fonts

• Inter, Roboto, Arial - AI's go-to choices
• System fonts - Lazy defaults
• Space Grotesk - Overused across AI generations

// ❌ AI writes: Generic font stack
<h1 className="font-['Inter']">Heading</h1>

// ✅ Better: Distinctive, contextual fonts
<h1 className="font-['Playfair_Display']">Heading</h1>
// Use unexpected, characterful fonts that elevate aesthetics

❌ Cliched Color Schemes

• Purple gradients on white backgrounds - Overused AI pattern
• Blue-to-purple gradients - Generic SaaS aesthetic
• Evenly-distributed palettes - Timid color choices

// ❌ AI writes: Generic purple gradient
<div className="bg-gradient-to-r from-purple-500 to-blue-500">

// ✅ Better: Bold, contextual color choices
<div className="bg-amber-900 text-amber-50">
// Commit to a cohesive aesthetic with dominant colors

❌ Predictable Layouts

• Centered hero sections - Default pattern
• Three-column feature grids - Cookie-cutter structure
• Symmetric, safe compositions - No visual interest

// ❌ AI writes: Generic centered layout
<section className="container mx-auto text-center">
  <h1>Hero Title</h1>
  <div className="grid grid-cols-3 gap-4">

// ✅ Better: Unexpected, asymmetric layouts
<section className="grid grid-cols-12 gap-8">
  <div className="col-span-7 col-start-2">
// Asymmetry, overlap, diagonal flow, grid-breaking

✅ Anti-Generic Checklist

• Font choice is distinctive (not Inter/Roboto/Arial)
• Color scheme is bold (not purple gradient on white)
• Layout is unexpected (not centered hero + 3-column grid)
• Design has clear aesthetic direction (not "safe" defaults)
• Every detail is intentional (not convergence on common choices)

Key Principle: Choose a clear conceptual direction (brutally minimal, maximalist chaos, retro-futuristic, luxury/refined, brutalist/raw, etc.) and execute with precision. Bold maximalism and refined minimalism both work - the key is intentionality, not intensity.

2. Accessibility Verification

Pattern AI ALWAYS skips: Checking actual contrast ratios and keyboard navigation after implementation

// AI writes this and assumes it's accessible:
<button className="text-gray-400 bg-gray-100">
  Submit
</button>

// Problem: Contrast ratio is only 2.5:1 (FAILS WCAG AA requirement of 4.5:1)
// AI doesn't actually measure the contrast ratio

Critical Numbers:

• Normal text: 4.5:1 minimum
• Large text (≥18pt/≥14pt bold): 3:1 minimum
• UI components: 3:1 minimum
• Touch targets: 44x44px minimum
• Target spacing: 8px minimum

Verification Tools (AI should recommend but doesn't):

• WebAIM Contrast Checker: https://webaim.org/resources/contrastchecker/
• Chrome DevTools Lighthouse
• Keyboard navigation testing (actual manual test required)

3. Performance Measurement

Pattern AI ALWAYS skips: Providing actual performance verification steps

Core Web Vitals Targets:

• LCP: < 2.5s
• FID: < 100ms
• CLS: < 0.1

Image Optimization Checklist (AI forgets to verify):

• Next.js Image component with width/height
• priority for above-the-fold images
• Appropriate quality (75-90)

// ❌ AI writes: No dimensions (causes CLS)
<img src="/hero.jpg" alt="Hero" />

// ✅ Correct: Dimensions prevent layout shift
<Image src="/hero.jpg" alt="Hero" width={1200} height={600} priority />

4. Responsive Testing Range

Pattern AI ALWAYS skips: Testing at specific breakpoints

Required Test Range: 375px - 1920px

Breakpoints:

Must test at: 375px, 640px, 768px, 1024px, 1920px

5. Animation Constraints

Pattern AI ALWAYS skips: Using only GPU-accelerated properties

Rule: Animate only transform and opacity (never width/height/position)

Timing:

• Standard: 200-300ms
• Complex motion: 300-500ms
• Maximum: 500ms

// ❌ AI writes: Causes layout recalculation
<div className="hover:w-64 transition-all">

// ✅ Correct: GPU-accelerated
<div className="hover:scale-105 transition-transform">

Accessibility: Must respect prefers-reduced-motion

<div className="motion-safe:animate-in motion-safe:fade-in">

6. Form Accessibility

Pattern AI ALWAYS skips: Proper ARIA attributes

// ❌ AI writes: Missing ARIA
<Input className={errors.email ? 'border-red-500' : ''} />
{errors.email && <p>{errors.email}</p>}

// ✅ Correct: Proper ARIA
<Input
  id="email"
  aria-invalid={!!errors.email}
  aria-describedby={errors.email ? "email-error" : undefined}
/>
{errors.email && (
  <p id="email-error" role="alert">
    {errors.email}
  </p>
)}

7. Semantic HTML

Pattern AI ALWAYS skips: Using proper elements instead of divs

// ❌ AI writes: Div soup
<div className="header">
  <div className="nav">
    <div className="nav-item">Home</div>
  </div>
</div>

// ✅ Correct: Semantic structure
<header>
  <nav>
    <ul>
      <li><a href="/">Home</a></li>
    </ul>
  </nav>
</header>

Required Elements:

• <header> for page/section headers
• <nav> for navigation
• <main> for primary content (once per page)
• <article> for self-contained content
• <footer> for page/section footers

8. Feedback Timing

Pattern AI ALWAYS skips: Ensuring feedback < 0.4s

Doherty Threshold: System must respond within 0.4 seconds

// ❌ AI writes: No loading state
<Button onClick={handleSubmit}>Submit</Button>

// ✅ Correct: Immediate feedback
<Button disabled={isLoading}>
  {isLoading ? <Loader2 className="animate-spin" /> : "Submit"}
</Button>

Comprehensive Verification Checklist

Accessibility ⚠️ (Most Critical)

• Contrast tested: 4.5:1 (text), 3:1 (UI components)
• Touch targets: 44x44px minimum
• Keyboard tested: Full page navigation with Tab/Shift+Tab
• Focus visible: Clear focus ring on all interactive elements
• Screen reader tested: NVDA, JAWS, or VoiceOver
• Labels associated: All inputs have htmlFor/id
• ARIA attributes: aria-invalid, aria-describedby on forms
• Semantic HTML: <header>, <nav>, <main>, <footer>

Performance ⚠️

• Images: Next.js Image with width/height
• Priority: Above-the-fold images have priority attribute
• Lighthouse: All scores 90+
• LCP: < 2.5s verified
• CLS: < 0.1 verified (no layout shifts)
• Font loading: next/font with display: 'swap'

Responsive ⚠️

• 375px tested: Minimum mobile width
• 640px tested: sm breakpoint
• 768px tested: md breakpoint
• 1024px tested: lg breakpoint
• 1920px tested: Desktop maximum
• No overflow: All content visible
• Touch targets: 44x44px+ at all breakpoints

Animation

• Properties: Only transform and opacity
• Timing: 200-500ms maximum
• Reduced motion: prefers-reduced-motion respected
• Performance: No simultaneous animations on many elements

Forms

• Labels: All inputs have explicit htmlFor/id
• Errors: aria-describedby points to error messages
• Validation: aria-invalid reflects status
• Required: aria-required or required attribute

Feedback

• Loading states: All async operations show indicator
• Button states: disabled, loading, hover, active, focus
• Timing: Feedback within 0.4s
• Optimistic updates: Immediate UI update

Quick Reference: Critical Numbers

Contrast Ratios

• Normal text: 4.5:1
• Large text: 3:1
• UI components: 3:1

Touch Targets

• Minimum size: 44x44px
• Spacing: 8px minimum

Performance

• LCP: < 2.5s
• FID: < 100ms
• CLS: < 0.1
• Feedback: < 0.4s

Animation

• Standard: 200-300ms
• Complex: 300-500ms
• Maximum: 500ms
• Properties: transform, opacity only

Responsive

• Test range: 375px - 1920px
• Breakpoints: 640, 768, 1024, 1280

Typography

• Base: 16px minimum
• Line height: 1.5-1.6 (body), 1.2-1.4 (headings)
• Line length: 45-75 characters (max-w-prose)

Spacing

• Base unit: 4px or 8px
• Minimum padding: 16px (interactive elements)
• Section spacing: 32-96px

Integration with Development Workflow

Phase 1: UI/UX Design Review

• Review checklist before implementation
• Identify accessibility requirements
• Plan responsive breakpoints
• Define performance budget

Phase 4: Browser Verification

• Run actual tests (don't assume)
• Measure with DevTools
• Test keyboard navigation
• Test multiple viewports
• Verify performance metrics

Summary: What to Watch For

AI will confidently design UI that:

1. Uses Inter/Roboto fonts and purple gradients (generic AI aesthetics)
2. Looks good but fails contrast checks (doesn't measure)
3. Works on desktop but breaks on mobile (doesn't test breakpoints)
4. Has forms but missing ARIA (skips accessibility)
5. Shows images but causes layout shift (no dimensions)
6. Has animations but animates wrong properties (width/height instead of transform)
7. Has buttons but too small for touch (< 44x44px)

Trust AI for:

• Visual hierarchy concepts
• Color theory basics
• Typography principles
• General UX guidelines

Scrutinize AI for:

• Actual measurements (contrast, size, timing)
• Testing at breakpoints
• ARIA attribute implementation
• GPU-accelerated animation properties
• Performance metric verification

When in doubt: "Did I actually test this with tools, or am I assuming?"

If you didn't run Lighthouse, test keyboard navigation, verify at multiple breakpoints, or measure contrast ratios, the implementation is incomplete.