How does the technical audit check sitemap completeness?

The audit compares URLs in your sitemap.xml against pages discovered by crawling. It checks for missing URLs, stale lastmod timestamps that don't reflect actual changes, incorrect priority values, and orphaned entries pointing to deleted pages. A complete, accurate sitemap ensures AI crawlers discover every page you want indexed.

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 content licensing signals does the audit check?

The audit looks for machine-readable licensing metadata: CreativeWork license properties in JSON-LD, meta tags indicating reuse policy, copyright notices, ai.txt declarations, and TDM Reservation Protocol headers. Clear licensing tells AI systems whether they can quote or reference your content in their answers.

What is content cannibalization and how does it hurt AI visibility?

Content cannibalization happens when multiple pages on your site target the same topic, forcing AI to guess which one to cite. The scorer compares page titles and content similarity across your site. Fix it by consolidating competing pages into one authoritative resource with 301 redirects from the old URLs. When Topic Coherence is low, the cannibalization penalty becomes more aggressive.

happenstance.ai - AEO Audit Report | 44/100

WINTER 2024 happenstance.ai

Weak AI visibility with 26 of 48 criteria passing. Biggest gap: sitemap completeness.

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%8/10+12.0

FAQ Sections10%6/10+6.0

Original Data10%5/10+5.0

Content Freshness7%2/10+1.4

Direct Answer Paragraphs7%8/10+5.6

Fact & Data Density5%6/10+3.0

Definition Patterns4%7/10+2.8

Query-Answer Alignment8%0/10+0.0

Content Cannibalization5%10/10+5.0

Subtotal71%+40.8

Structure5 criteria

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

Clean, Crawlable HTML10%9/10+9.0

Semantic HTML55%8/10+4.0

Table & List Extractability7%3/10+2.1

Schema Coverage3%5/10+1.5

Subtotal40%+30.1

Discovery5 criteria

llms.txt10%10/10+10.0

robots.txt for AI5%10/10+5.0

Internal Linking10%8/10+8.0

Sitemap Completeness5%0/10+0.0

RSS/Atom Feed3%0/10+0.0

Subtotal33%+23.0

Trust Signals6 criteria

Entity Authority10%6/10+6.0

Content Licensing4%0/10+0.0

Author & Expert Schema4%2/10+0.8

Canonical URL4%0/10+0.0

Content Velocity3%0/10+0.0

Visible Date Signals4%5/10+2.0

Subtotal29%+8.8

Overall Score100%44/100

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

5/10

Content Structure

~25% weight

6/10

Trust & Authority

~15% weight

4/10

Technical Foundation

~10% weight

6/10

AI Discovery

~10% weight

5/10

Verdict

Critical AEO gaps at 44/100 - happenstance.ai is largely invisible to AI engines. Key strengths include llms.txt File, robots.txt for AI Crawlers, and Content Cannibalization. Priority gaps: Sitemap Completeness, RSS/Atom Feed, and Content Licensing & AI Permissions. Topic coherence is moderate at 5/10, capping the score at 60. Tighter topical focus would lift this ceiling.

Top priorities

Sitemap CompletenessDiscovery+10 pts

RSS/Atom FeedDiscovery+10 pts

Content Licensing & AI PermissionsDiscovery+10 pts

#7199of 13300

#1307of 2335 in Developer Tools & Infrastructure

Ahead of you

phoodsolutions.com44

meticulate.ai44

View full rankings →

How to Improve

Current

44/100

Projected

78/100

40Total Fixes

10Quick Wins

~82hEst. Effort

Quick Wins

Link orphan pages into site navigationAdd ai.txt and content licensingFix canonical URL strategyExtend schema to inner pagesAdd visible date signalsFocus blog content on core expertiseImprove citation-ready writing qualityAdd answer-first content placementPackage evidence for AI enginesReduce extraction friction

Fix

Impact

Effort

Create complete sitemap.xml

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

critical

medium

Create complete sitemap.xml

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

Fix HTML structure and meta tags

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

low

Fix HTML structure and meta tags

low|low

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

Sitemap Completeness

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

Content Publishing Velocity

critical+10 pts0/10

Speakable Schema

critical+10 pts0/10

Query-Answer Alignment

critical+10 pts0/10

Entity Disambiguation

critical+10 pts0/10

Owned Data Density

critical+10 pts0/10

Creator Transparency

critical+9 pts1/10

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

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Site Pages

URLCitationSiteIn-linksCategoryIssuesWords

happenstance.ai/privacyHappenstance

F35

content

7,888

happenstance.ai/privacyF35

Happenstance

happenstance.ai/termsHappenstance

F33

content

3,469

happenstance.ai/termsF33

Happenstance

happenstance.aiHappenstance | Search your network with AI

F35

homepage

482

happenstance.aiF35

Happenstance | Search your network with AI

happenstance.ai/homeHappenstance | Search your network with AI

F35

content

482

happenstance.ai/homeF35

Happenstance | Search your network with AI

happenstance.ai/careersCareers | Happenstance

F30

content

348

happenstance.ai/careersF30

Careers | Happenstance

happenstance.ai/for/fundraisingHappenstance for Fundraising | Find Investors Through Warm Introductions

F25

content

341

happenstance.ai/for/fundraisingF25

Happenstance for Fundraising | Find Investors Through Warm Introductions

happenstance.ai/for/salesHappenstance for Sales | Find Decision-Makers Through Warm Intros

F28

content

308

happenstance.ai/for/salesF28

Happenstance for Sales | Find Decision-Makers Through Warm Intros

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Changes since v6Last audited 9 days ago

→

-5

View full comparison →

Criterion

Delta

Page Speed: Page Size

9/10

10/10

Improve Your Score

Guides for the criteria with the most room for improvement

Criteria0/10

Sitemap Completeness

Your sitemap says 500 pages exist. Our crawl finds 700. Those 200 missing URLs? AI crawlers will never know they exist.

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 →