sanger.ac.uk 60 C
🛡️ SEO 25 🤖 GEO 75 ⚡ Perf 65 🏗️ Arch 69

sanger.ac.uk — Global SEODiff Score 60/100

sanger.ac.uk
📊

At 69/100, the ACRI for sanger.ac.uk indicates strong fundamentals in AI extractability, surpassing the majority of indexed sites. Compared to other education sites (avg score: 57), sanger.ac.uk performs above the benchmark, suggesting strong competitive positioning in AI search. Its server-rendered architecture ensures AI crawlers receive complete HTML on first request, a key advantage for extractability. A tight 3.7× token bloat ratio reflects disciplined markup: minimal noise between the crawler and the content it needs. Zero schema blocks puts this site at a disadvantage in knowledge graph and AI-answer pipelines that rely on explicit structured data. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

60
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (25) is your bottleneck.
🎯 Top Fix: Add Organization + WebSite JSON-LD → +5–8 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 12 snapshots
Feb 23 Mar 21
🔔 Recent AI Indexing Activity
📉 Mar 12 ACRI -1 (47→46)
Does your site score higher than sanger.ac.uk?
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)25 × 0.25 = 6.2
🤖 AI Readiness / GEO (40% weight)75 × 0.40 = 30.0
⚡ Performance (20% weight)65 × 0.20 = 13.0
🏗️ Architecture & Trust (15% weight)69 × 0.15 = 10.3
Weighted sum = 6.2 + 30.0 + 13.0 + 10.3
Global SEODiff Score = 60 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
29
Structure
avg 35
0
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 4%
Rank #36380
+33 pts
Gap
AI (ACRI)
Top 36%
Score 69/100

sanger.ac.uk punches above its weight in AI — AI visibility exceeds Google ranking. This is a competitive moat worth protecting. ACRI measures technical crawler readiness. Read the methodology →

Why sanger.ac.uk ranks here

Tech stackWordPress
Industryeducation
RenderingSSR
Schema coverage0 blocks
Token bloat3.7×

Fastest improvements

  • Add basic Organization and WebSite JSON-LD to fix “0 schema blocks” (see Schema Coverage).
  • 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

25/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

68 chars
Too long

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

129 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 0
  • ✓ Has <h2> headings — found 2
  • ✗ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.sanger.ac.uk/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en-GB
  • ➖ Hreflang tags — N/A (single language site)
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — Wellcome Sanger Institute - Genomics Research Institute in Cambridge
  • ✓ og:description — We are a world-leading genomics research institute in Cambridge. Our work helps improve human health and understand life on Earth
  • ✓ 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

75/100 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 education sector, educationdirectory.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 →
sanger.ac.uk
46
Your ACRI Score
86
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. educationdirectory.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 29/100 — Low
Structured Elements 70 elements (70 lists, 0 rows, 0 headers)
Total Words2839
Raw Density2.5%
💡Low structure score (29/100). Your content appears as a wall of text with few structured HTML elements. You have 70 list items, 0 table rows, 0 table headers. Convert features into <ul> lists and data into <table> elements to help AI models extract structured information.

🏷️ Schema Health Docs

Organization Schema ❌ Missing
Product / Service Schema ⚠️ Not Found
Total Schema Blocks0 — No JSON-LD detected

Schema Coverage Map

0/7 schema types detected
❌ Organization
❌ Product/Service
❌ Breadcrumb
❌ FAQ
❌ Article
❌ WebSite
💡Organization schema missing. AI models cannot identify your brand entity. Without it, your brand won't appear in Knowledge Panels or be associated with your content.
💡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.
💡BreadcrumbList schema missing. AI cannot understand your site hierarchy or how pages relate to each other.
💡FAQ schema missing. Adding FAQPage schema lets AI models directly extract Q&A pairs for Featured Snippets and chatbot answers.
💡WebSite schema missing. Add WebSite + SearchAction so Google can generate a Sitelinks Search Box for your brand in AI results.

📐 AI Efficiency Metrics Docs

54
AI Extractability
Low
Crawl Cost
None
Blocklist Risk
Extractability54/100 — AI models can partially extract answers from this page
Crawl CostLow (30/100) — efficient for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

27%
🗑️ 73%
Useful Content (23.6 KB)Bloat (62.9 KB)
Token Bloat Ratio3.7× — Lean

Multimodal Readiness

Visual Context36% Optimized for Vision
Image Alt Coverage5 / 14 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Only 36% of images have alt text. Add descriptive alt attributes so multimodal AI (ChatGPT Vision) can understand your images.

🔥 Structural Entropy Check Research

32 Entropy
Poor Token Bloat: High
Noise Ratio: 72.8% · SNR: 0.37 · Signal: 6031 / Noise: 16112 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

SEODiff AI analyzed the extracted content of sanger.ac.uk 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
The Sanger Institute delivers world-leading genomics research in collaboration with research partners globally, focusing on fundamental discovery and applying genomic
Target Audience
Researchers, PhD students, postdocs, genomic scientists, clinicians, and global research partners.
Pricing Model
⚠ SEMANTIC VOID
🏆 Competitive Moat
Scale in cutting-edge data generation and analysis, combined with a visionary approach to research, enabling unique discoveries.
📊 Content Depth
6/10
⚡ Key Pain Points
• Limited information on pricing and specific offerings.
• Lack of clear differentiation from other genomic research institutions.
Analyzed by SEODiff AI · 2026-03-02

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Server
CDN
HTTP Status200
Load Time757 ms
Raw HTML Size86.5 KB
Visible Text Size23.6 KB

Performance & Speed

65/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

757 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

969
DOM nodes
86 KB
HTML payload
Lean page — fast for bots and users

🗄️ Cache & CDN

  • ✗ Cache-Control header
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

1
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

69/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✗ Sitemap declared in robots.txt
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

192
internal links
16
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-GB
  • ✓ 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 46/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for sanger.ac.uk
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/sanger.ac.uk" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=sanger.ac.uk" 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 94 pages · Deep-10

Homepage ACRI
46
Single-page score
+24
Subpages outperform homepage
Δ delta
Site-Wide ACRI
70
Avg across 94 pages · Range 0–82
Topical Cohesion
14%
Topical Drift
TF-IDF cosine similarity
Total Words
272666
Avg Bloat
5.2×
Page Type ACRI Token Bloat Words Status
https://www.sanger.ac.uk/about/careers/meet-our-people/my-experience-as-a-postdoctoral-fellow-sarah-kay-buddenborg/
My Experience as a Postdoctoral Fellow – Sarah Kay BuddenborgMy Experience as a Postdoctoral Fellow – Sarah Kay Buddenborg
pricing 82 4.9× 3814 💰 Pricing
https://www.sanger.ac.uk/about/careers/navigating-hidden-disabilities-in-the-workplace/
Navigating hidden disabilities in the workplaceNavigating hidden disabilities in the workplace
pricing 82 4.5× 4274 💰 Pricing
https://www.sanger.ac.uk/about/careers/sanger-accelerator-awards-for-postdoc-researchers/
Sanger Accelerator Awards for Postdoc researchersSanger Accelerator Awards for Postdoc Researchers
about 82 4.1× 4946
https://www.sanger.ac.uk/about/careers/tech-talent-scheme/
Join Our Tech Talent Scheme at The Wellcome Sanger Institute | Propel Science with Your Tech SkillsScience Graduate Jobs Cambridge
pricing 82 4.4× 5109 💰 Pricing
https://www.sanger.ac.uk/about/equality-in-science/gender-pay-gap-reports/
Gender Pay Gap Reports Wellcome Sanger InstituteGender Pay Gap Reports
pricing 82 4.6× 3994 💰 Pricing
https://www.sanger.ac.uk/about/equality-in-science/our-supportive-culture/
Our Supportive CultureOur Supportive Culture
pricing 82 4.8× 3857 💰 Pricing
https://www.sanger.ac.uk/about/influencing-policy/genomics-and-genome-editing-nhs/
Genomics and genome editing in the NHSGenomics and genome editing in the NHS
pricing 82 2.8× 8699 💰 Pricing
https://www.sanger.ac.uk/about/genome-research-limited/
Genome Research LimitedGenome Research Limited
about 82 4.9× 3797
https://www.sanger.ac.uk/about/careers/technician-commitment/
Technician CommitmentTechnician Staff – Sanger Institute, Cambridge
pricing 77 5.5× 3391 💰 Pricing
https://www.sanger.ac.uk/about/
AboutAbout
pricing 77 6.4× 2823 💰 Pricing
https://www.sanger.ac.uk/about/campus-connections/
Campus ConnectionsCampus Connections
about 77 6.3× 2698
https://www.sanger.ac.uk/about/careers/technician-commitment/professional-registration/
Professional registration for technical staff at the Wellcome Sanger InstituteProfessional Registration
about 77 5.4× 3271
https://www.sanger.ac.uk/about/careers/spotlight-on-our-disability-network/
How the Disability Network at the Sanger Institute Is Driving Inclusion and Culture Change  Spotlight on Our Disability Network
pricing 77 5.7× 3235 💰 Pricing
https://www.sanger.ac.uk/about/careers/meet-our-people/essential-skills-of-a-laboratory-manager/
Essential Skills of a Laboratory Manager: A Technician’s perspective by Liam PrestwoodEssential Skills of a Laboratory Manager: A Technician’s perspective by Liam Prestwood
about 77 5.5× 3130
https://www.sanger.ac.uk/about/careers/meet-our-people/a-day-in-the-life-of-a-software-developer-guillaume-noell/
A day in the life of a software developer – Guillaume NoellA day in the life of a software developer – Guillaume Noell
about 77 5.3× 3393
https://www.sanger.ac.uk/about/careers/my-role-saroor-patel-on-life-as-a-senior-staff-scientist-in-casm/
Behind the Science: Saroor Patel on Cancer Genomics and Life at the Sanger Institute  My Role: Saroor Patel on Life as a Senior Staff Scientist in CASM
about 77 5.5× 3189
https://www.sanger.ac.uk/about/careers/working-sanger/
Working at SangerWorking at Sanger
about 77 6.1× 2740
https://www.sanger.ac.uk/about/campus-connections/water-and-effluent/
Sustainable water and effluentWater and effluent
pricing 77 6.2× 2874 💰 Pricing
https://www.sanger.ac.uk/about/careers/
Science Jobs Cambridge & London- Sanger Institute UKCareers
about 77 6.5× 2818
https://www.sanger.ac.uk/about/careers/our-working-culture-policies-and-approach/
Our Working Culture – policies and approachOur Working Culture – policies and approach
about 77 6.4× 2551
Showing 20 of 94 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
/about/ 85 78 0% 5.7× High JS Bloat
/blog/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/integrations/ 1 0 0% 0.0× Low AI Readiness
/pricing/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
/contact/ 1 0 0% 0.0× Low AI Readiness
/features/ 1 0 0% 0.0× Low AI Readiness
🔗
Outbound External Citations
0 unique external domains cited across 94 pages
sangerinstitute.blog ×85
linkedin.com ×85
facebook.com ×85
x.com ×85
youtube.com ×85
bsky.app ×85
sanger.wd103.myworkdayjobs.com ×23
jobs.sanger.ac.uk ×8
🔄 Re-Crawl & Update 📡 Track this Domain

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🔌 API Access

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

curl https://seodiff.io/api/v1/deep10/domain/sanger.ac.uk

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

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📊 Semantic Share of Voice

How often would an AI cite sanger.ac.uk when users ask about topics in this domain's niche? We run entity queries through our 188k-page search index and measure citation probability.

Analyzing citation landscape…

🩹

Remediation Patches

COPY-PASTE

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

Add Organization JSON-LD
High Impact ⏱ 5 min
AI models cannot identify your brand entity without Organization schema. This is the #1 fix for AI visibility.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Ac",
  "url": "https://sanger.ac.uk",
  "logo": "https://sanger.ac.uk/wp-content/themes/www_sanger/favicon/apple-icon-57x57.png",
  "sameAs": []
}
</script>
Add WebSite + SearchAction JSON-LD
High Impact ⏱ 5 min
Enables the Sitelinks Search Box in Google and allows AI to understand your site structure.
html
<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "WebSite",
  "name": "Ac",
  "url": "https://sanger.ac.uk",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://sanger.ac.uk/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
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 Ac?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Ac does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Ac work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Ac."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for sanger.ac.uk:

Current Score
69
Projected Score
82
Improvement
+13 pts
Add Organization schema +6 pts
Add WebSite schema +4 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
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