How is AEO different from SEO?

SEO optimizes for page rankings. AEO optimizes for AI citations - being the source AI systems reference when answering questions. SEO runs on keywords and backlinks. AEO runs on structured data, clean HTML, entity authority, and Q&A content format. They're complementary, but AEO addresses the growing share of searches that never reach traditional results.

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 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.

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.

How is the AEO readiness score calculated?

Each criterion is scored 0–10 based on presence, quality, and completeness. AEORank then normalizes those criteria inside 5 fixed-weight pillars, applies a topic-coherence cap when coherence is below 6/10, and blends the site score with a weighted page-fleet score from sampled pages. Audits also return score confidence plus split headline scores for foundation and content fleet. Below 40 means major gaps. 40–60 means partial implementation. 60–80 is solid. Above 80 is excellent.

seeing-systems.com - AEO Audit Report | 47/100

WINTER 2026 seeing-systems.com

Weak AI visibility with 29 of 48 criteria passing. Biggest gap: q&a content format.

Developer Tools & Infrastructure Developer Platforms

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%0/10+0.0

FAQ Sections10%0/10+0.0

Original Data10%3/10+3.0

Content Freshness7%7/10+4.9

Direct Answer Paragraphs7%4/10+2.8

Fact & Data Density5%6/10+3.0

Definition Patterns4%5/10+2.0

Query-Answer Alignment8%7/10+5.6

Content Cannibalization5%0/10+0.0

Subtotal71%+21.3

Structure5 criteria

Schema.org JSON-LD15%9/10+13.5

Clean, Crawlable HTML10%7/10+7.0

Semantic HTML55%5/10+2.5

Table & List Extractability7%3/10+2.1

Schema Coverage3%9/10+2.7

Subtotal40%+27.8

Discovery5 criteria

llms.txt10%10/10+10.0

robots.txt for AI5%5/10+2.5

Internal Linking10%8/10+8.0

Sitemap Completeness5%9/10+4.5

RSS/Atom Feed3%5/10+1.5

Subtotal33%+26.5

Trust Signals6 criteria

Entity Authority10%6/10+6.0

Content Licensing4%0/10+0.0

Author & Expert Schema4%4/10+1.6

Canonical URL4%10/10+4.0

Content Velocity3%7/10+2.1

Visible Date Signals4%3/10+1.2

Subtotal29%+14.9

Overall Score100%47/100

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 →

Citation Avg

Coherence gate active - score capped at 50

Answer Readiness

~40% weight

4/10

Content Structure

~25% weight

5/10

Trust & Authority

~15% weight

6/10

Technical Foundation

~10% weight

5/10

AI Discovery

~10% weight

5/10

Verdict

Below-average AEO readiness at 47/100 - multiple areas need attention. Key strengths include llms.txt File, Canonical URL Strategy, and Duplicate Content Blocks. Priority gaps: Q&A Content Format, Comprehensive FAQ Section, and Content Licensing & AI Permissions. Topic coherence is 3/10, which caps the overall score at 50. Focusing content on core expertise areas is the single highest-impact improvement.

Top priorities

Q&A Content FormatStructure+10 pts

Comprehensive FAQ SectionStructure+10 pts

Content Licensing & AI PermissionsDiscovery+10 pts

#6682of 13362

#1207of 2337 in Developer Tools & Infrastructure

Ahead of you

syntheticsciences.ai47

medisearch.io47

View full rankings →

View improvement plan

How to Improve

Current

47/100

Projected

79/100

42Total Fixes

12Quick Wins

~89hEst. Effort

Quick Wins

Configure robots.txt for AI crawlersLink orphan pages into site navigationImplement semantic HTML5 elementsDeploy RSS/Atom feedAdd definition-style contentAdd direct answer paragraphsAdd ai.txt and content licensingEnhance author and expert schemaAdd visible date signalsAdd answer-first content placementReduce extraction frictionReduce render-blocking resources

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.

medium

low

Fix HTML structure and meta tags

medium|low

Configure robots.txt for AI crawlers

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

high

trivial

Configure robots.txt for AI crawlers

high|trivial

Reduce render-blocking resources

Minimize blocking scripts and stylesheets in <head> to improve content availability for AI crawlers.

high

low

Reduce render-blocking resources

high|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

Improve server response efficiency

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

medium

low

Improve server response efficiency

medium|low

Unlock Full Improvement Plan

Top Opportunities10

Unlock Opportunities

Fix It With AI43

Unlock AI Fix Prompts

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

Score Breakdown

Criteria

Status

Potential

Score

Q&A Content Format

critical+10 pts0/10

Comprehensive FAQ Section

critical+10 pts0/10

Content Licensing & AI Permissions

critical+10 pts0/10

Speakable Schema

critical+10 pts0/10

Content Cannibalization

critical+10 pts0/10

Content Depth

critical+9 pts1/10

Image Context for AI

critical+9 pts1/10

First-Hand Experience Signals

critical+8 pts2/10

Methodology Transparency

critical+8 pts2/10

Original Data & Expert Analysis

critical+7 pts3/10

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

www.seeing-systems.com/field-reports/operation-ospreyOperation Osprey - Seeing Systems

D47

blog

998

www.seeing-systems.com/field-reports/operation-ospreyD47

Operation Osprey - Seeing Systems

www.seeing-systems.com/field-reports/operation-ospreyOperation Osprey - Seeing Systems

D47

content

998

www.seeing-systems.com/field-reports/operation-ospreyD47

Operation Osprey - Seeing Systems

www.seeing-systems.com/field-reports/operation-kullOperation Kull - Seeing Systems

D44

blog

669

www.seeing-systems.com/field-reports/operation-kullD44

Operation Kull - Seeing Systems

www.seeing-systems.com/field-reports/operation-kullOperation Kull - Seeing Systems

D44

content

669

www.seeing-systems.com/field-reports/operation-kullD44

Operation Kull - Seeing Systems

Improve Your Score

Guides for the criteria with the most room for improvement

Criteria0/10

Q&A Content Format: Write Like AI Reads

AI assistants are question-answering machines. When your content is already shaped as questions and answers, you're handing AI a pre-formatted citation. Sites that do this right get extracted -sites that don't get skipped.

Beginner·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 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 →

supplementary0/10

Speakable Schema Markup

Voice assistants need to pick which paragraph to read aloud from your page. Without Speakable markup, they guess -and they frequently guess wrong, reading your cookie notice.

Beginner·3 min readRead guide →

Want us to improve your score?

We build citation-ready content that AI engines choose as the answer.

Let's Talk

Verdict

How to Improve

Unlock Full Improvement Plan

Top Opportunities10

Unlock Opportunities

Fix It With AI43

Unlock AI Fix Prompts

Score Breakdown

Unlock Full Audit Report

Your competitors are already optimizing for AI

Site Pages

Improve Your Score

Related Questions

Want us to improve your score?