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.

What does the RSS feed audit check?

The audit verifies your site has a discoverable RSS or Atom feed with proper metadata. It checks feed existence at common paths, a link tag in the HTML head, adequate item count, and pubDate per item. RSS feeds let AI indexing systems detect new content automatically without waiting for a full crawl.

What are conditional audit criteria?

Conditional criteria are checks that only apply to certain site types. Product/Offer schema applies only to e-commerce. Hreflang only to multilingual sites. ai.txt/TDM policy only to sites with substantial original content. Speakable schema was previously conditional but is now an active scored criterion in the 48-criteria framework. The remaining conditional criteria supplement the 34 universal audit criteria.

speakai.co - AEO Audit Report | 52/100

speakai.co

Moderate AI visibility with 33 of 48 criteria passing. Biggest gap: rss/atom feed.

Developer Tools & Infrastructure AI & ML 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%10/10+15.0

FAQ Sections10%10/10+10.0

Original Data10%8/10+8.0

Content Freshness7%7/10+4.9

Direct Answer Paragraphs7%10/10+7.0

Fact & Data Density5%10/10+5.0

Definition Patterns4%7/10+2.8

Query-Answer Alignment8%10/10+8.0

Content Cannibalization5%6/10+3.0

Subtotal71%+63.7

Structure5 criteria

Schema.org JSON-LD15%10/10+15.0

Clean, Crawlable HTML10%9/10+9.0

Semantic HTML55%8/10+4.0

Table & List Extractability7%7/10+4.9

Schema Coverage3%10/10+3.0

Subtotal40%+35.9

Discovery5 criteria

llms.txt10%10/10+10.0

robots.txt for AI5%5/10+2.5

Internal Linking10%10/10+10.0

Sitemap Completeness5%10/10+5.0

RSS/Atom Feed3%0/10+0.0

Subtotal33%+27.5

Trust Signals6 criteria

Entity Authority10%6/10+6.0

Content Licensing4%4/10+1.6

Author & Expert Schema4%9/10+3.6

Canonical URL4%10/10+4.0

Content Velocity3%5/10+1.5

Visible Date Signals4%9/10+3.6

Subtotal29%+20.3

Overall Score100%52/100

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 →

↓14 since v1

Citation Avg

Coherence gate active - score capped at 55

Answer Readiness

~40% weight

6/10

Content Structure

~25% weight

9/10

Trust & Authority

~15% weight

7/10

Technical Foundation

~10% weight

6/10

AI Discovery

~10% weight

6/10

Verdict

Below-average AEO readiness at 52/100 - multiple areas need attention. Key strengths include llms.txt File, Schema.org Structured Data, and Q&A Content Format. Priority gaps: RSS/Atom Feed, Speakable Schema, and Image Context for AI. 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

RSS/Atom FeedDiscovery+10 pts

Speakable SchemaTechnical+10 pts

Image Context for AITechnical+9 pts

#4085of 13362

#790of 2337 in Developer Tools & Infrastructure

Ahead of you

blindinsight.com52

hashnode.com52

View full rankings →

View improvement plan

How to Improve

Current

52/100

Projected

86/100

33Total Fixes

4Quick Wins

~72hEst. Effort

Quick Wins

Configure robots.txt for AI crawlersAdd ai.txt and content licensingPackage evidence for AI enginesImprove server response efficiency

Fix

Impact

Effort

Reduce render-blocking resources

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

critical

medium

Reduce render-blocking resources

critical|medium

Reduce document weight

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

critical

medium

Reduce document weight

critical|medium

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

Improve server response efficiency

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

high

low

Improve server response efficiency

high|low

Unlock Full Improvement Plan

Top Opportunities10

Unlock Opportunities

Fix It With AI36

Unlock AI Fix Prompts

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

Score Breakdown

Criteria

Status

Potential

Score

RSS/Atom Feed

critical+10 pts0/10

Speakable Schema

critical+10 pts0/10

Image Context for AI

critical+9 pts1/10

Extraction Friction Score

critical+8 pts2/10

Page Speed: Load Blockers

critical+8 pts2/10

First-Hand Experience Signals

critical+7 pts3/10

Creator Transparency

critical+7 pts3/10

Methodology Transparency

critical+7 pts3/10

Answer-First Placement

critical+7 pts3/10

Page Speed: Page Size

critical+7 pts3/10

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Site Pages

URLCitationSiteIn-linksCategoryIssuesWords

speakai.co/sl/kako-uporabljati-nvivo-za-tematsko-analizoNVivo for Thematic Analysis — Guide | Speak AI

C58

content

4,411

speakai.co/sl/kako-uporabljati-nvivo-za-tematsko-analizoC58

NVivo for Thematic Analysis — Guide | Speak AI

speakai.co/ar/content-analysis-vs-discourse-analysisContent Analysis vs Discourse Analysis | Speak AI

D46

blog

4,147

speakai.co/ar/content-analysis-vs-discourse-analysisD46

Content Analysis vs Discourse Analysis | Speak AI

speakai.co/de/content-analysis-vs-discourse-analysisContent Analysis vs Discourse Analysis | Speak AI

D49

blog

4,051

speakai.co/de/content-analysis-vs-discourse-analysisD49

Content Analysis vs Discourse Analysis | Speak AI

Unlock Full Page Analysis

Changes since v1Last audited 29 days ago

→

-14

View full comparison →

Criterion

Delta

Q&A Content Format

9/10

10/10

Clean, Crawlable HTML

7/10

9/10

Semantic HTML5 & Accessibility

7/10

8/10

Content Publishing Velocity

3/10

5/10

Content Cannibalization

9/10

6/10

-3

Topic Coherence

7/10

4/10

-3

Content Depth

10/10

7/10

-3

Helpful Purpose Alignment

6/10

5/10

-1

Evidence Packaging

5/10

4/10

-1

Entity Disambiguation

6/10

4/10

-2

Duplicate Content Blocks

10/10

5/10

-5

Cross-Page Duplicate Content

3/10

5/10

Entity Density

8/10

10/10

Fix Duplicate Content BlocksIncrease Content DepthAdd Structured Tables & ListsAdd Owned Data Signals

Improve Your Score

Guides for the criteria with the most room for improvement

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 →

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 →

Criteria1/10

Image Context for AI: Your Pictures Are Worth Zero Words Without Markup

AI can't see your images. It reads the markup around them. A product photo with alt="image1.jpg" tells AI nothing. A figure with a descriptive figcaption and 8-word alt text tells AI exactly what it's looking at - and that context feeds directly into citation decisions.

Beginner·3 min readRead guide →

Criteria2/10

Extraction Friction: The Invisible Wall Between Your Content and AI

Your content is brilliant. AI can't read it. Sentences averaging 35 words, jargon-packed leads, and hidden content behind toggles create friction that makes AI skip you for a simpler source. Extraction Friction measures how hard AI has to work to pull answers from your pages.

Beginner·5 min readRead guide →

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Verdict

How to Improve

Unlock Full Improvement Plan

Top Opportunities10

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Fix It With AI36

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Score Breakdown

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