marfan.org 77 B
🛡️ SEO 73 🤖 GEO 89 ⚡ Perf 59 🏗️ Arch 77

marfan.org — Global SEODiff Score 77/100

marfan.org
📊

Registering an exceptional 90/100 on the AI-Crawler Reality Index, marfan.org sits in the highest tier of AI extractability among indexed domains. Compared to other healthcare sites (avg score: 58), marfan.org performs above the benchmark, suggesting strong competitive positioning in AI search. The low ghost ratio (0%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. The 7.5× token bloat ratio falls within the normal range, though there is room to trim navigation, footer, and script overhead. Rich structured data (13 schema blocks) gives AI systems strong semantic signals for entity recognition and knowledge graph inclusion. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

77
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (59) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Feb 27, 2026 · 📋 API
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)73 × 0.25 = 18.2
🤖 AI Readiness / GEO (40% weight)89 × 0.40 = 35.6
⚡ Performance (20% weight)59 × 0.20 = 11.8
🏗️ Architecture & Trust (15% weight)77 × 0.15 = 11.5
Weighted sum = 18.2 + 35.6 + 11.8 + 11.5
Global SEODiff Score = 77 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
85
Structure
avg 36
60
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 36%
Rank #364694
-35 pts
Gap
AI (ACRI)
Top 1%
Score 90/100

marfan.org ranks much higher on Google (Tranco Top 36%) than in AI search (Top 1%). This is the 'Invisible Giant' pattern — implement the patches above to close the AI gap. ACRI measures technical crawler readiness. Read the methodology →

Why marfan.org ranks here

Tech stackWordPress
Industryhealthcare
RenderingSSR
Schema coverage13 blocks
Token bloat7.5×

Fastest improvements

  • Reduce token bloat (navigation/footer/code) so agents reach your main content faster (see Token Bloat).
  • Create an llms.txt file so AI crawlers can discover your content structure without heavy crawling. Generate llms.txt →
  • Run a full entropy audit to find which DOM regions waste the most tokens. Run Entropy Audit →
🧪

JavaScript Rendering Check

We check what AI crawlers miss when they skip JavaScript execution.

Running headless browser to simulate AI extraction…
🛡️

Traditional SEO

73/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

58 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

142 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 2
  • ✓ Has <h2> headings — found 3
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://marfan.org/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en-US
  • ✗ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — The Marfan Foundation | Know the Signs | Fight for Victory
  • ✓ og:description — The Marfan Foundation helps people living with Marfan, Loeys-Dietz, VEDS, Stickler & related genetic aortic conditions to Know.Connect.Thrive.
  • ✓ og:image — preview
  • ✓ twitter:card — summary_large_image
📐 How the SEO Pillar score is calculated

SEO Pillar = Title (20 pts) + Meta Desc (20 pts) + Heading Hierarchy (20 pts) + Indexability (20 pts) + Social/OG (20 pts)

Each sub-score is derived from the checks above. Canonical tag, lang attribute, og:image, and a single H1 are the highest-impact items.

🤖

AI Readiness / GEO

89/100 40 % of Global Score 🟢 High Confidence

This pillar aggregates citation share, hallucination risk, bot access, schema health, and content extractability. The individual diagnostic sections below contribute to this score.

🔗

Citation Alternatives

Research
💡
Insight: In the healthcare sector, agedcarefind.com.au (ACRI: 86) currently has stronger AI extractability. AI models tend to prefer sources with higher semantic structure and schema coverage. Domains with ACRI < 40 see 3.5× more hallucinations. Read the research →
marfan.org
78
Your ACRI Score
86
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. agedcarefind.com.au has schema coverage of 4 blocks and uses Custom / Proprietary. Improve your score by implementing the remediation patches below.
📊 Side-by-Side Comparison →
🚨

Hallucination Risk

Research

Is AI lying about your brand? This panel measures how likely LLMs are to hallucinate facts when extracting information from your page.

Analyzing hallucination risk…

🤖 Bot Access Matrix

GPTBot (OpenAI)
Allowed
ClaudeBot (Anthropic)
Allowed
CCBot (Common Crawl)
Allowed
Google-Extended
Allowed
Googlebot
Allowed

👻 Rendering (Ghost Ratio) Docs

Ghost Ratio 0%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 85/100 — Excellent
Structured Elements 239 elements (239 lists, 0 rows, 0 headers)
Total Words1103
Raw Density21.7%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks13 blocks

Schema Coverage Map

3/7 schema types detected
✅ Organization
❌ Product/Service
✅ Breadcrumb
❌ FAQ
❌ Article
✅ WebSite
💡Product / Service schema missing. AI models don't know this is a SaaS product. Add Product or SoftwareApplication schema so AI understands what you offer and can surface pricing/features.
💡FAQ schema missing. Adding FAQPage schema lets AI models directly extract Q&A pairs for Featured Snippets and chatbot answers.

📐 AI Efficiency Metrics Docs

79
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability79/100 — AI models can easily extract answers from this page
Crawl CostMedium (60/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

13%
🗑️ 87%
Useful Content (29.6 KB)Bloat (193.3 KB)
Token Bloat Ratio7.5× — Normal

Multimodal Readiness

Visual Context6% Optimized for Vision
Image Alt Coverage2 / 33 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Only 6% of images have alt text. Add descriptive alt attributes so multimodal AI (ChatGPT Vision) can understand your images.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 86.7% · SNR: 0.15 · Signal: 7575 / Noise: 49485 tokens

🔬 AI-Crawler Simulation

See your website the way AI crawlers do. CSS stripped, structure labeled, content chunked.

🌐
This is what humans see — styled, branded, visual.
Toggle to "AI Agent View" to see what GPTBot, ClaudeBot, and other AI crawlers actually extract from this page.
🤖

AI Answer Preview

NEW

See how AI models summarize your site. Left: your actual content. Right: what the LLM extracts and says about you.

Simulating AI extraction…
🧠

The LLM Interpretation

AI-VERIFIED

A local LLM (mlx-community/Qwen2.5-7B-Instruct-4bit) analyzed the extracted content of marfan.org and produced this structured business intelligence. Fields marked SEMANTIC VOID indicate information the AI could not find — a critical gap in your site’s machine-readability.

Core Offering
Support and improve lives of people with genetic aortic and vascular conditions
Target Audience
People living with Marfan, Loeys-Dietz, VEDS, Stickler & related genetic conditions
Pricing Model
Free (non-profit organization)
Model: mlx-community/Qwen2.5-7B-Instruct-4bit · Analyzed: 2026-02-26 · Data extracted from the site’s main content via strict JSON prompting.

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Servernginx
CDN
HTTP Status200
Load Time534 ms
Raw HTML Size222.9 KB
Visible Text Size29.6 KB

Performance & Speed

59/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

534 ms
Acceptable — room for improvement

Google considers <200 ms "good". AI crawlers may have even shorter timeouts.

📦 Page Weight

1343
DOM nodes
223 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → public, max-age=604800
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

2
tracker scripts
1
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
googletagmanager.com
📐 How the Performance Pillar score is calculated

Perf Pillar = TTFB (35 pts) + Page Weight (25 pts) + Cache/CDN (20 pts) + Tracker Tax (20 pts)

TTFB <200 ms = full marks. DOM >3000 or payload >300 KB incurs heavy penalties. Tracker scripts beyond 5 reduce score.

🏗️

Architecture & Trust

77/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://marfan.org/sitemap_index.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

242
internal links
32
external links
Good internal linking — helps crawlers discover content

🔒 Security & Trust

  • ✓ HSTS header (Strict-Transport-Security)
  • ✗ Content-Security-Policy header
  • ✓ HTTP status 200 OK (got 200)

♿ Accessibility Signals

  • ✓ HTML lang attribute → en-US
  • ✓ Meta viewport for mobile
  • ✗ Single H1 for screen readers
📐 How the Architecture Pillar score is calculated

Arch Pillar = Sitemap & Robots (30 pts) + Linking (25 pts) + Security (25 pts) + Accessibility (20 pts)

Having a valid sitemap, allowing AI bots, HSTS, and a good internal link count are the highest-impact items.

🏅 AI-Verified Trust Badge

Your site scores 78/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for marfan.org
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/marfan.org" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=marfan.org" alt="AI-Verified by SEODiff" width="280" height="52"></a>

💡 Paste in your site footer, GitHub README, or email signature. Badge updates automatically as your score changes.

� Deep Crawl Analysis 998 pages · Deep-10

Homepage ACRI
78
Single-page score
-21
Severe hidden bloat
Δ delta
Site-Wide ACRI
58
Avg across 998 pages · Range 29–85
🔍
Hidden Bloat Detected

Homepage scores 78, but internal pages average only 58 — a -21-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
10%
Topical Drift
TF-IDF cosine similarity
Total Words
747080
Avg Bloat
93.0×
Page Type ACRI Token Bloat Words Status
https://marfan.org/blog/dislocated-eye-lenses-and-marfan-syndrome/
Linzy's Story: Dislocated lenses, Marfan diagnosis, multiple procedures, and career-affirming understanding - Marfan Foundation
pricing 85 8.0× 2847 💰 Pricing
https://marfan.org/blog/nutrition-weight-and-quality-of-life/
Nutrition, Weight, and Quality of Life - Part 1 of 3 - Marfan Foundation
pricing 85 9.6× 2206 💰 Pricing
https://marfan.org/research/research-funding/
Research Funding - Marfan Foundation
other 85 7.3× 2878
https://marfan.org/research/current-studies/
Get Involved in Research - Marfan Foundation
pricing 85 5.5× 4589 💰 Pricing
https://marfan.org/using-the-institution-directory/
Find Care - Marfan Foundation
pricing 85 7.6× 2936 💰 Pricing
https://marfan.org/2014/11/19/the-marfan-foundation-offers-clinical-trial-faqs-and-webinar-to-clarify-latest-research-findings/
The Marfan Foundation Offers Clinical Trial FAQs and Webinar to Clarify Latest Research Findings - Marfan Foundation
pricing 85 6.2× 3989 💰 Pricing
https://marfan.org/resource-library/covid-19-myths-busted/ other 81 2.6× 5884
https://marfan.org/resource-library/national-registry-of-genetically-triggered-thoracic-aortic-aneurysms-and-cardiovascular-conditions-gentac-2/
National Registry of Genetically Triggered Thoracic Aortic Aneurysms and Cardiovascular Conditions (GenTAC) and GenTAC Alliance | NHLBI, NIH
pricing 77 9.1× 1762 💰 Pricing
https://marfan.org/resource-library/recommended-criteria-for-development-of-a-marfan-clinic/ other 76 7.6× 1564
https://marfan.org/resource-library/the-role-of-genetic-testing-in-the-diagnosis-of-marfan-syndrome/ other 76 7.6× 1693
https://marfan.org/resource-library/lineamientos-para-la-actividad-fisica/ legal 76 9.9× 3783
https://marfan.org/blog/albrecht-low-vision-marfansyndrome/
“A Better Perspective and Stronger Determination”: Justice Adrienne W. Albrecht’s Life with a “Marfan Body” - Marfan Foundation
blog 75 12.6× 1755
https://marfan.org/blog/nutrition-weight-and-quality-of-life-part-2-of-3/
Nutrition, Weight, and Quality of Life - Part 2 of 3 - Marfan Foundation
blog 75 10.3× 2066
https://marfan.org/blog/healing-after-aortic-surgeries-life-with-marfan/
"I still have so much to live for": healing after Marfan-related aortic surgeries - Marfan Foundation
blog 75 14.3× 1450
https://marfan.org/blog/finding-marfan-a-breakthrough-in-mental-health/
Finding Marfan: A Breakthrough in Mental Health - Marfan Foundation
pricing 75 13.1× 1606 💰 Pricing
https://marfan.org/blog/meet-your-gene-an-introduction-to-the-marfan-gene-and-current-research/
Meet Your Gene: An Introduction to the Marfan Gene and Current Research - Marfan Foundation
blog 75 12.0× 1760
https://marfan.org/blog/linh-ngo-my-marfan-story/
Linh Ngo: My Marfan Story - Marfan Foundation
blog 75 15.6× 1285
https://marfan.org/blog/call-her-wonder-woman-percussionist-bella-sera-rocks-on/
Call Her Wonder Woman: Percussionist Bella Sera Rocks On! - Marfan Foundation
blog 75 14.5× 1494
https://marfan.org/blog/and-there-my-life-began-trip-of-a-lifetime-leads-to-conference-loeys-dietz-diagnosis/
“And There My Life Began”: Trip of a Lifetime Leads to Conference, Loeys-Dietz Diagnosis - Marfan Foundation
pricing 75 13.7× 1548 💰 Pricing
https://marfan.org/blog/pregnancy-and-marfan-syndrome-an-update-from-melissa-l-russo-md/
Pregnancy and Marfan Syndrome: An Update from Melissa L. Russo, MD - Marfan Foundation
pricing 75 12.7× 1659 💰 Pricing
Showing 20 of 100 pages. Unlock full subpage table →
📂
Health by Sub-Directory
Average ACRI and top issues aggregated by URL path prefix
Path Pages Avg ACRI Ghost % Bloat Top Issue
/blog/ 174 69 0% 22.3× High JS Bloat
/resource-library/ 65 61 0% 39.8× High JS Bloat
/2020/ 27 67 0% 30.8× High JS Bloat
/2024/ 19 67 0% 28.7× High JS Bloat
/2025/ 19 69 0% 26.1× High JS Bloat
/2017/ 18 66 0% 31.0× High JS Bloat
/2021/ 16 68 0% 27.8× High JS Bloat
/2019/ 15 68 0% 27.8× High JS Bloat
/conditions/ 14 72 0% 20.9× High JS Bloat
/2023/ 13 68 0% 30.5× High JS Bloat
/2022/ 13 67 0% 28.4× High JS Bloat
/2016/ 12 67 0% 27.7× High JS Bloat
/2014/ 10 69 0% 25.8× High JS Bloat
/resources/ 10 70 0% 29.4× High JS Bloat
/2026/ 9 68 0% 25.5× High JS Bloat
🔄 Re-Crawl & Update 📡 Track this Domain

Scores update automatically each month. Create a free account for on-demand re-crawls (3/month free).

🔌 API Access

Pull this data programmatically. All sub-page metrics are available via our public API.

curl https://seodiff.io/api/v1/deep10/domain/marfan.org

Get your free API key — 100 requests/month included.

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🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to marfan.org. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

Add FAQ Schema
Medium Impact ⏱ 10 min
FAQ schema lets AI models directly extract Q&A pairs. This is the easiest way to get featured in AI responses.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "FAQPage",
  "mainEntity": [
    {
      "@type": "Question",
      "name": "What is Marfan?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Marfan does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Marfan work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Marfan."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for marfan.org:

Current Score
90
Projected Score
96
Improvement
+6 pts
Reduce token bloat +3 pts
Add FAQ schema +3 pts

*Estimates based on SEODiff's scoring model. Actual results depend on implementation quality.

📋 Data Export

Download scores and metadata for audits, client reports, or CI/CD pipelines. Exports contain computed metrics only (no copyrighted content).

All data is generated automatically and updated with each crawl. JSON exports contain scores and metadata only (no copyrighted content).

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🧭 Self-Diffing (Private Layer)

For owned domains, combine this world snapshot with private drift + regression history.
Template Drift
Track in My Site
Drift → Traffic Impact
In development coming soon
Regression Incidents
Track in My Site
Internal Linking
Deep Audit graph
Semantic Structure
GEO view in Deep Audit
Content Quality
Thin/duplicate tracking

🕒 History

Score over timeAvailable in My Site history
Drift eventsTemplate timeline + incidents
Drift → Revenue AttributionComing soon
Schema/rendering/extractability changesTracked per scan in project history