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.

What is query-answer alignment and how do I improve it?

Query-Answer Alignment measures how well your content's headings and phrasing match the natural language questions users ask AI engines. Generic headings like "Overview" or "Features" don't match any real queries. Rewrite them as questions users actually ask: "How Much Does Live Chat Cost?" or "How Do I Set Up AI Support?" Use your visibility report's MISS queries as a roadmap.

How does direct answer density work?

Direct Answer Density (5% weight) measures how consistently your content leads with the answer right after each heading. AI doesn't read full articles - it scans headings and grabs the first 1-2 sentences. If those sentences contain filler ("In today's fast-paced world..."), AI moves on. Lead every section with a concrete fact or answer, then elaborate. This applies to all headings, not just questions.

vlipsy.com - AEO Audit Report | 41/100

vlipsy.com

Weak AI visibility with 22 of 48 criteria passing. Biggest gap: rss/atom feed.

Team Communication Messaging & Video 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%6/10+9.0

FAQ Sections10%4/10+4.0

Original Data10%1/10+1.0

Content Freshness7%2/10+1.4

Direct Answer Paragraphs7%4/10+2.8

Fact & Data Density5%4/10+2.0

Definition Patterns4%5/10+2.0

Query-Answer Alignment8%0/10+0.0

Content Cannibalization5%10/10+5.0

Subtotal71%+27.2

Structure5 criteria

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

Clean, Crawlable HTML10%7/10+7.0

Semantic HTML55%8/10+4.0

Table & List Extractability7%5/10+3.5

Schema Coverage3%4/10+1.2

Subtotal40%+29.2

Discovery5 criteria

llms.txt10%10/10+10.0

robots.txt for AI5%10/10+5.0

Internal Linking10%5/10+5.0

Sitemap Completeness5%10/10+5.0

RSS/Atom Feed3%0/10+0.0

Subtotal33%+25.0

Trust Signals6 criteria

Entity Authority10%8/10+8.0

Content Licensing4%4/10+1.6

Author & Expert Schema4%2/10+0.8

Canonical URL4%10/10+4.0

Content Velocity3%10/10+3.0

Visible Date Signals4%5/10+2.0

Subtotal29%+19.4

Overall Score100%41/100

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 v5

Citation Avg

Answer Readiness

~40% weight

4/10

Content Structure

~25% weight

5/10

Trust & Authority

~15% weight

4/10

Technical Foundation

~10% weight

5/10

AI Discovery

~10% weight

8/10

Verdict

Critical AEO gaps at 41/100 - vlipsy.com is largely invisible to AI engines. Key strengths include llms.txt File, robots.txt for AI Crawlers, and Sitemap Completeness. Priority gaps: RSS/Atom Feed, Speakable Schema, and Query-Answer Alignment.

Top priorities

RSS/Atom FeedDiscovery+10 pts

Speakable SchemaTechnical+10 pts

Query-Answer AlignmentStructure+10 pts

#9121of 13300

#33of 50 in Team Communication

Ahead of you

getcabal.com41

pensil.so41

View full rankings →

How to Improve

Current

41/100

Projected

76/100

37Total Fixes

12Quick Wins

~82hEst. Effort

Quick Wins

Build FAQ sections with schemaAdd structured tables and listsAdd definition-style contentAdd direct answer paragraphsAdd ai.txt and content licensingIncrease fact and data densityExtend schema to inner pagesAdd visible date signalsMake pages solve the user task fasterImprove citation-ready writing qualityReduce extraction frictionImprove server response efficiency

Fix

Impact

Effort

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

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.

high

low

Improve server response efficiency

high|low

Reduce render-blocking resources

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

medium

low

Reduce render-blocking resources

medium|low

Unlock Full Improvement Plan

Top Opportunities10

Unlock Opportunities

Fix It With AI38

Unlock AI Fix Prompts

38 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

Query-Answer Alignment

critical+10 pts0/10

Content Depth

critical+10 pts0/10

Answer-First Placement

critical+10 pts0/10

Entity Disambiguation

critical+10 pts0/10

Answer Capsule Pattern

critical+10 pts0/10

Owned Data Density

critical+10 pts0/10

Original Data & Expert Analysis

critical+9 pts1/10

Evidence Packaging

critical+9 pts1/10

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

vlipsy.com/termsVlipsy - Download Video Memes & Reaction Clips for Social Media

F25

content

1,847

vlipsy.com/termsF25

Vlipsy - Download Video Memes & Reaction Clips for Social Media

vlipsy.comVlipsy - Download Video Memes & Reaction Clips for Social Media

F28

homepage

335

vlipsy.comF28

Vlipsy - Download Video Memes & Reaction Clips for Social Media

vlipsy.com/help-centerVlipsy - Download Video Memes & Reaction Clips for Social Media

F29

faq

154

vlipsy.com/help-centerF29

Vlipsy - Download Video Memes & Reaction Clips for Social Media

vlipsy.com/pricingVlipsy - Download Video Memes & Reaction Clips for Social Media

F30

pricing

151

vlipsy.com/pricingF30

Vlipsy - Download Video Memes & Reaction Clips for Social Media

Changes since v5Last audited 16 days ago

→

-5

View full comparison →

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 →

Criteria0/10

Query-Answer Alignment: Does Your Content Match What People Actually Ask?

You wrote a 3,000-word guide on "customer support automation." But people ask AI "how do I reduce support ticket volume?" If your content doesn't match the actual queries, AI can't connect the dots.

Beginner·8 min readRead guide →

Criteria0/10

Content Depth: Why Thin Pages Are Invisible to AI

A 300-word page cannot compete with a 3,000-word deep dive for an AI citation. Content Depth measures the substance on your pages - word counts, heading structure, and the ratio of deep pages to thin ones across your site.

Intermediate·8 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 AI38

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?