What is AEO (AI Engine Optimization)?

AEO is the practice of structuring your website so AI answer engines - ChatGPT, Perplexity, Google AI Overviews, Claude - can find, understand, and cite it. SEO gets you ranked in search results. AEO gets you into AI-generated answers. Different game, different rules.

Is AEO only relevant for large businesses?

Not at all. Small businesses, local providers, niche e-commerce stores, solo consultants - they all benefit from AI visibility. We've seen smaller sites with well-structured content outperform larger competitors who haven't optimized for AI engines. Size matters less than structure.

Can AEO help with voice search and smart assistants?

Yes. Siri, Alexa, and Google Assistant increasingly pull AI-generated answers from web content. The same structured data, Q&A formatting, and entity authority that drive AEO also make your content the go-to source for voice search answers.

What is the difference between AI visibility and AI readiness?

Readiness is your technical foundation - whether your site has the right schema, llms.txt, clean HTML, and entity signals in place. Visibility is real-world performance - whether AI engines actually cite you when users ask relevant questions. You need readiness first, then visibility follows. Our audit measures readiness; our visibility analysis measures actual citation rates.

What does the free AEO audit include?

The free audit analyzes your website across 48 criteria that determine AI visibility, including llms.txt, Schema.org structured data, Q&A content format, clean crawlable HTML, entity authority, robots.txt AI policy, FAQ sections, original data, content freshness, fact density, canonical URLs, and more. You get a score out of 100 with specific findings and actionable recommendations.

confirmu.com - AEO Audit Report | 42/100

confirmu.com

Weak AI visibility with 18 of 48 criteria passing. Biggest gap: schema.org structured data.

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.

Weak 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%7/10+10.5

FAQ Sections10%0/10+0.0

Original Data10%3/10+3.0

Content Freshness7%0/10+0.0

Direct Answer Paragraphs7%4/10+2.8

Fact & Data Density5%8/10+4.0

Definition Patterns4%7/10+2.8

Query-Answer Alignment8%0/10+0.0

Content Cannibalization5%10/10+5.0

Subtotal71%+28.1

Structure5 criteria

Schema.org JSON-LD15%0/10+0.0

Clean, Crawlable HTML10%7/10+7.0

Semantic HTML55%4/10+2.0

Table & List Extractability7%3/10+2.1

Schema Coverage3%0/10+0.0

Subtotal40%+11.1

Discovery5 criteria

llms.txt10%4/10+4.0

robots.txt for AI5%3/10+1.5

Internal Linking10%4/10+4.0

Sitemap Completeness5%5/10+2.5

RSS/Atom Feed3%0/10+0.0

Subtotal33%+12.0

Trust Signals6 criteria

Entity Authority10%3/10+3.0

Content Licensing4%2/10+0.8

Author & Expert Schema4%2/10+0.8

Canonical URL4%0/10+0.0

Content Velocity3%2/10+0.6

Visible Date Signals4%0/10+0.0

Subtotal29%+5.2

Overall Score100%42/100

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 →

↓5 since v6

Citation Avg

Coherence gate active - score capped at 60

Answer Readiness

~40% weight

6/10

Content Structure

~25% weight

3/10

Trust & Authority

~15% weight

2/10

Technical Foundation

~10% weight

3/10

AI Discovery

~10% weight

4/10

Verdict

Critical AEO gaps at 42/100 - confirmu.com is largely invisible to AI engines. Key strengths include Content Cannibalization, Duplicate Content Blocks, and Cross-Page Duplicate Content. Priority gaps: Schema.org Structured Data, Comprehensive FAQ Section, and Content Freshness Signals. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.

Top priorities

Schema.org Structured DataTrust+10 pts

Comprehensive FAQ SectionStructure+10 pts

Content Freshness SignalsTrust+10 pts

#8393of 13300

View full rankings →

How to Improve

Current

42/100

Projected

77/100

40Total Fixes

11Quick Wins

~86hEst. Effort

Quick Wins

Create /llms.txt fileConfigure robots.txt for AI crawlersImplement semantic HTML5 elementsCreate complete sitemap.xmlAdd direct answer paragraphsAdd ai.txt and content licensingFix canonical URL strategyAdd visible date signalsFocus blog content on core expertisePackage evidence for AI enginesImprove server response efficiency

Fix

Impact

Effort

Configure robots.txt for AI crawlers

Update robots.txt to explicitly allow AI crawlers and include sitemap directive.

critical

low

Configure robots.txt for AI crawlers

critical|low

Create /llms.txt file

Add a machine-readable llms.txt file at your domain root that describes your site, services, and key pages for AI engines.

high

trivial

Create /llms.txt file

high|trivial

Fix HTML structure and meta tags

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

medium

low

Fix HTML structure and meta tags

medium|low

Create complete sitemap.xml

Generate a comprehensive sitemap with lastmod dates for all important pages.

high

low

Create complete sitemap.xml

high|low

Fix canonical URL strategy

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

critical

low

Fix canonical URL strategy

critical|low

Unlock Full Improvement Plan

Top Opportunities10

Unlock Opportunities

Fix It With AI45

Unlock AI Fix Prompts

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

Score Breakdown

Criteria

Status

Potential

Score

Schema.org Structured Data

critical+10 pts0/10

Comprehensive FAQ Section

critical+10 pts0/10

Content Freshness Signals

critical+10 pts0/10

RSS/Atom Feed

critical+10 pts0/10

Canonical URL Strategy

critical+10 pts0/10

Schema Coverage & Depth

critical+10 pts0/10

Speakable Schema

critical+10 pts0/10

Query-Answer Alignment

critical+10 pts0/10

Visible Date Signal

critical+10 pts0/10

Image Context for AI

critical+10 pts0/10

Unlock Full Audit Report

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

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Site Pages

URLCitationSiteIn-linksCategoryIssuesWords

confirmu.com/index.phpConfirmU

F31

content

2,285

confirmu.com/index.phpF31

ConfirmU

confirmu.com/blog/what-is-psychometric-testingConfirmU | What is psychometric testing?

F24

blog

1,843

confirmu.com/blog/what-is-psychometric-testingF24

ConfirmU | What is psychometric testing?

confirmu.com/our-mediaConfirmU | Our Media

F24

content

879

confirmu.com/our-mediaF24

ConfirmU | Our Media

confirmu.com/blogsConfirmU | Our Blog

F25

content

858

confirmu.com/blogsF25

ConfirmU | Our Blog

Changes since v6Last audited 9 days ago

→

-5

View full comparison →

Improve Your Score

Guides for the criteria with the most room for improvement

Criteria0/10

Schema.org JSON-LD: The Scoreboard AI Actually Reads

Tidio runs 4 JSON-LD schema types. Crisp runs zero. That's not a coincidence -it's the difference between a 63 and a 34. Structured data is the machine-readable layer AI trusts most.

Intermediate·8 min readRead guide →

Criteria0/10

FAQ Sections: 87 Questions Turned Our Score Into 88

Our site runs 87 FAQ items across 9 categories with FAQPage schema on every one. That's not excessive -it's how we hit 88/100. Each Q&A pair is a citation opportunity AI can extract in seconds.

Intermediate·8 min readRead guide →

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 →