What are the 48 AEO criteria?

The 48 criteria are organized into 5 pillars with fixed target shares: Answer Readiness 40%, Content Structure 25%, Trust & Authority 15%, Technical Foundation 10%, and AI Discovery 10%. Inside those pillars, criteria cover topic coherence, original data, depth, fact density, direct answers, Q&A structure, entity authority, freshness, visible dates, schema, semantic HTML, extraction friction, llms.txt, robots.txt, licensing, canonicals, sitemap coverage, and RSS. Each criterion is scored 0–10, converted into an effective weight after confidence and overlap controls, then rolled into the final score.

Can I request a re-audit of my website?

Yes. After making improvements based on audit recommendations, request a fresh audit to see your updated score. Each re-audit creates a new version you can compare against previous ones to quantify progress.

How long does it take for AEO changes to affect AI visibility?

Technical changes — Schema.org, robots.txt — get picked up by AI crawlers within days to weeks. Content changes — FAQ pages, Q&A restructuring — take weeks to months to be fully indexed and reflected in AI answers. Unlike SEO, there's no established timeline. AI systems re-index on their own schedules.

How often are benchmarks updated?

Automatically, whenever new audits are published. Each audit includes a timestamp so you know how current the data is. Industries with more audited domains have more reliable benchmarks. We're continuously expanding coverage across sectors.

Should I update old content or create new content?

Both — but updating existing high-performing content often yields faster results. Add Q&A headings, FAQ schema, author attribution, and internal links to existing pages. For new content, focus on topics where you have genuine expertise or original data. AI engines value freshness, so update publication dates when you substantially revise content.

wheeltheworld.com - AEO Audit Report | 36/100

wheeltheworld.com

Weak AI visibility with 16 of 48 criteria passing. Biggest gap: content freshness signals.

Scoring Methodology

How Your AEO Site Rank Is Calculated

A weighted average of 48 deterministic criteria. Each scored 0-10, each with a specific weight. No AI judgment calls - every point is traceable.

Minimal visibilityOut of 100 possible points

The Formula

Score = sum(criterion_score / 10 * weight * 100) / sum(weights)

Each criterion is scored 0-10 by deterministic checks, multiplied by its weight, and summed to produce a 0-100 overall score.

Your Score Breakdown

Content9 criteria

Q&A Content Format15%4/10+6.0

FAQ Sections10%2/10+2.0

Original Data10%4/10+4.0

Content Freshness7%0/10+0.0

Direct Answer Paragraphs7%4/10+2.8

Fact & Data Density5%10/10+5.0

Definition Patterns4%5/10+2.0

Query-Answer Alignment8%0/10+0.0

Content Cannibalization5%5/10+2.5

Subtotal71%+24.3

Structure5 criteria

Schema.org JSON-LD15%3/10+4.5

Clean, Crawlable HTML10%3/10+3.0

Semantic HTML55%6/10+3.0

Table & List Extractability7%4/10+2.8

Schema Coverage3%4/10+1.2

Subtotal40%+14.5

Discovery5 criteria

llms.txt10%10/10+10.0

robots.txt for AI5%10/10+5.0

Internal Linking10%4/10+4.0

Sitemap Completeness5%10/10+5.0

RSS/Atom Feed3%0/10+0.0

Subtotal33%+24.0

Trust Signals6 criteria

Entity Authority10%8/10+8.0

Content Licensing4%0/10+0.0

Author & Expert Schema4%2/10+0.8

Canonical URL4%0/10+0.0

Content Velocity3%3/10+0.9

Visible Date Signals4%0/10+0.0

Subtotal29%+9.7

Overall Score100%36/100

Score Ranges

86-100AI-first content architecture

71-85Strong AI visibility

56-70Moderate visibility

41-55Weak visibility

26-40Minimal visibility

0-25Not on the radar

Key Points

Topic Coherence carries the highest weight at 14%, followed by Original Data at 10%, across 48 total criteria.

No HTTPS means Clean HTML is capped at 3/10, costing approximately 3-4 overall points.

Every criterion uses deterministic checks. Same site, same audit, same score - every time.

Read full scoring methodology →

↓1 since v6

Citation Avg

Coherence gate active - score capped at 55

Answer Readiness

~40% weight

4/10

Content Structure

~25% weight

4/10

Trust & Authority

~15% weight

3/10

Technical Foundation

~10% weight

4/10

AI Discovery

~10% weight

5/10

Verdict

Critical AEO gaps at 36/100 - wheeltheworld.com is largely invisible to AI engines. Key strengths include llms.txt File, robots.txt for AI Crawlers, and Sitemap Completeness. Priority gaps: Content Freshness Signals, RSS/Atom Feed, and Content Licensing & AI Permissions. Topic coherence is 4/10, which caps the overall score at 55. Focusing content on core expertise areas is the single highest-impact improvement.

Top priorities

Content Freshness SignalsTrust+10 pts

RSS/Atom FeedDiscovery+10 pts

Content Licensing & AI PermissionsDiscovery+10 pts

#10870of 13300

View full rankings →

How to Improve

Current

36/100

Projected

74/100

39Total Fixes

9Quick Wins

~107hEst. Effort

Quick Wins

Add question-based headingsAdd structured tables and listsAdd definition-style contentAdd direct answer paragraphsAdd ai.txt and content licensingFix canonical URL strategyExtend schema to inner pagesAdd visible date signalsFocus blog content on core expertise

Fix

Impact

Effort

Fix HTML structure and meta tags

Ensure clean, well-structured HTML with proper meta tags, HTTPS, and parseable content for AI crawlers.

critical

medium

Fix HTML structure and meta tags

critical|medium

Fix canonical URL strategy

Add rel="canonical" tags to all pages to prevent duplicate content confusion.

critical

low

Fix canonical URL strategy

critical|low

Add internationalization signals

Implement hreflang tags and lang attributes so AI engines serve the correct language version when answering queries.

critical

medium

Add internationalization signals

critical|medium

Reduce document weight

Trim oversized HTML, excessive DOM nodes, and large inline payloads that slow AI crawlers.

medium

low

Reduce document weight

medium|low

Improve server response efficiency

Optimize compression, cache headers, redirect chains, and HTML payload size for faster AI crawler access.

low

Improve server response efficiency

low|low

Unlock Full Improvement Plan

Top Opportunities10

Unlock Opportunities

Fix It With AI41

Unlock AI Fix Prompts

41 copy-paste prompts ready - sign in to access.

Score Breakdown

Criteria

Status

Potential

Score

Content Freshness Signals

critical+10 pts0/10

RSS/Atom Feed

critical+10 pts0/10

Content Licensing & AI Permissions

critical+10 pts0/10

Canonical URL Strategy

critical+10 pts0/10

Speakable Schema

critical+10 pts0/10

Query-Answer Alignment

critical+10 pts0/10

Visible Date Signal

critical+10 pts0/10

Content Depth

critical+10 pts0/10

Helpful Purpose Alignment

critical+10 pts0/10

First-Hand Experience Signals

critical+10 pts0/10

Unlock Full Audit Report

See all 48 criteria with detailed findings and actionable fix recommendations.

Your competitors are already optimizing for AI

Every day without action is traffic your site loses to AI-ready competitors. We fix that.

Fix My Score

Site Pages

URLCitationSiteIn-linksCategoryIssuesWords

careers.wheeltheworld.comWelcome to Wheel the World - Wheel the World

F20

team

715

careers.wheeltheworld.comF20

Welcome to Wheel the World - Wheel the World

wheeltheworld.com

F19

homepage

wheeltheworld.comF19

wheeltheworld.com/contact

F19

contact

wheeltheworld.com/contactF19

Unlock Full Page Analysis

Changes since v6Last audited 9 days ago

→

-1

View full comparison →

Improve Your Score

Guides for the criteria with the most room for improvement

Criteria0/10

Content Freshness Signals

No date on your page? AI engines treat it like a rumor -undated and deprioritized. Here's how we audit whether your timestamps are actually machine-readable.

Beginner·5 min readRead guide →

Criteria0/10

RSS Feed Presence & Quality

Sitemaps tell crawlers what exists. RSS feeds tell them what changed. If you don't have one, your new content waits days -or weeks -to be discovered.

Beginner·3 min readRead guide →

Criteria0/10

Content Licensing Signals

You want AI engines to cite your content. But have you actually told them they're allowed to? Most sites haven't -and AI systems default to conservative behavior.

Beginner·3 min readRead guide →

Criteria0/10

Canonical URL Strategy

Same content, three URLs, zero canonical tags. Congratulations -you just split your authority three ways and gave AI crawlers a headache.

Intermediate·5 min readRead guide →