AI Readiness

AI-Ready or Invisible

Claude, ChatGPT, and Perplexity browse the web. Can they navigate YOUR site?

Grade your site A through F across four categories. Get auto-generated fixes. Stop losing traffic to competitors whose sites agents can actually use.

Grade Your Site Explore AI-Friendliness Suite

Why AI-Readiness Matters Now

AI agents are the new search crawlers. Sites that are not AI-navigable lose discovery, leads, and revenue. This is not a future problem.

40%

of web queries projected through AI agents by 2027

higher task completion on AI-navigable sites vs non-navigable

67%

of top-100 sites still fail basic agent-readiness checks

Four-Category Scoring

Every page is evaluated across four dimensions that determine whether an AI agent can reliably interact with your site.

Findability

Can AI agents locate buttons, links, and interactive elements? Tests for semantic HTML, descriptive link text, and discoverable navigation patterns.

Link discoverabilityButton labelingNavigation structureLandmark regions

Stability

Do selectors break between deployments? Tests for stable identifiers, consistent DOM structure, and resilient element targeting.

Selector durabilityID consistencyDOM structure stabilityDynamic content handling

Accessibility

Are there ARIA labels, roles, and semantic attributes that agents can parse? Tests for machine-readable interaction cues.

ARIA label coverageRole assignmentsForm labelingState indicators

Semantics

Is the HTML meaningful or just visual soup? Tests for proper heading hierarchy, structured data, and content organization.

Heading hierarchyStructured dataContent sectioningMetadata completeness

The Grade System

A single letter grade that tells you exactly where you stand. Share it with stakeholders who do not need to read a 50-page audit.

Grade	Score	What It Means
A	90-100	Fully AI-navigable. Agents complete tasks reliably across all categories.
B	75-89	Mostly navigable. Minor gaps in labeling or structure that occasionally trip agents.
C	60-74	Partially navigable. Agents succeed on simple tasks but fail on complex flows.
D	40-59	Poorly navigable. Significant barriers prevent agents from completing most goals.
F	0-39	Agents cannot use this site. Missing semantics, broken selectors, no accessibility.

Auto-Fix: From Grade to Code

The audit does not just tell you what is wrong. It generates the fix. Three companion tools turn your F into an A.

remediation_patches

Generates ready-to-apply code fixes for every issue found. Copy-paste into your codebase.

llms_txt_generate

Creates an AI-readable site manifest that tells agents what your site does and how to navigate it.

structured_data_suggest

Recommends and generates JSON-LD structured data to make your content machine-parseable.

Mobile AI-Readiness

AI agents interact with responsive layouts differently than desktop. The device parameter lets you test how agents navigate your mobile experience -- hamburger menus, bottom sheets, swipe gestures, and touch targets that work for humans but confuse machines.

Responsive Layouts

Test collapsed navs, stacked grids, and mobile-first content ordering

Touch Interactions

Verify tap targets, swipe areas, and mobile-specific UI patterns

Device Emulation

iPhone 15, Pixel 7, iPad, or custom viewport dimensions

Example Output

A structured breakdown you can share with engineering, drop into a ticket, or feed into your CI pipeline.

{
  "url": "https://example.com",
  "overall_grade": "B",
  "overall_score": 82,
  "categories": {
    "findability":   { "score": 91, "grade": "A", "issues": 1 },
    "stability":     { "score": 78, "grade": "B", "issues": 3 },
    "accessibility": { "score": 85, "grade": "B", "issues": 2 },
    "semantics":     { "score": 74, "grade": "C", "issues": 4 }
  },
  "top_issues": [
    "3 buttons lack descriptive aria-labels",
    "Navigation uses dynamic class-based selectors",
    "Missing structured data on product pages",
    "Heading hierarchy skips from h2 to h5"
  ],
  "remediation_available": true
}

Grade Your Site in 30 Seconds

Paste your URL. Get a letter grade. See exactly what to fix. No signup required.

Grade Your Site View Full Audit Docs

Related Capabilities

Find What Humans Miss

AI-powered QA at scale

Accessibility

Real disability testing on mobile and desktop

Beat Competitors

Head-to-head UX comparison

All 120 Tools

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Documentation

Guides, API reference, examples

Enterprise

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Free

$0/month

38 MCP tools
1 site, 50 credits/month
Viewport-only analysis
Auto-fix code patches
llms.txt generation
Mobile AI-readiness testing

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