lboro.ac.uk 70 B
🛡️ SEO 47 🤖 GEO 79 ⚡ Perf 74 🏗️ Arch 80

lboro.ac.uk — Global SEODiff Score 70/100

lboro.ac.uk
📊

The AI-Readiness profile for lboro.ac.uk is strong: an ACRI of 70/100 places it ahead of 67% of domains in the index. In the education sector, lboro.ac.uk outperforms the average (57), 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 4.4× token bloat ratio reflects disciplined markup: minimal noise between the crawler and the content it needs. Minimal structured data (1 block) limits the site's ability to communicate entity relationships to AI systems. All major AI bot user-agents (GPTBot, ClaudeBot, CCBot, Google-Extended) are permitted by robots.txt, ensuring broad AI crawler access.

70
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (47) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 6 snapshots
Feb 24 Mar 21
🔔 Recent AI Indexing Activity
📈 Mar 21 ACRI +1 (54→55)
📉 Mar 15 ACRI -1 (55→54)
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)47 × 0.25 = 11.8
🤖 AI Readiness / GEO (40% weight)79 × 0.40 = 31.6
⚡ Performance (20% weight)74 × 0.20 = 14.8
🏗️ Architecture & Trust (15% weight)80 × 0.15 = 12.0
Weighted sum = 11.8 + 31.6 + 14.8 + 12.0
Global SEODiff Score = 70 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
47
Structure
avg 35
2
Schema
avg 9
55
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 2%
Rank #18969
+32 pts
Gap
AI (ACRI)
Top 33%
Score 70/100

lboro.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 lboro.ac.uk ranks here

Tech stackExpress
Industryeducation
RenderingSSR
Schema coverage1 blocks
Token bloat4.4×

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

47/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

30 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

20 chars
Too short

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

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

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — Loughborough University
  • ✓ og:description — A top ten university
  • ✓ og:image — preview
  • ✓ twitter:card — summary
📐 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

79/100 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, rndirectors.com (ACRI: 85) 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 →
lboro.ac.uk
55
Your ACRI Score
85
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. rndirectors.com has schema coverage of 4 blocks and uses WordPress. 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 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 47/100 — Fair
Structured Elements 48 elements (48 lists, 0 rows, 0 headers)
Total Words720
Raw Density6.7%

🏷️ Schema Health Docs

Organization Schema ❌ Missing
Product / Service Schema ⚠️ Not Found
Total Schema Blocks1 block(s) — Basic (low value for AI)

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

59
AI Extractability
Low
Crawl Cost
None
Blocklist Risk
Extractability59/100 — 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

22%
🗑️ 78%
Useful Content (14.4 KB)Bloat (48.2 KB)
Token Bloat Ratio4.4× — Lean

Multimodal Readiness

Visual ContextNo images detected
Image Alt Coverage0 / 0 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set

🔥 Structural Entropy Check Research

15 Entropy
Poor Token Bloat: High
Noise Ratio: 77.1% · SNR: 0.30 · Signal: 3676 / Noise: 12348 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 lboro.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
Loughborough University provides a comprehensive educational experience encompassing academic programs, research opportunities, and a supportive community environment, aiming to empower
Target Audience
Students (undergraduate and postgraduate), faculty, staff, alumni, prospective students, and the wider community.
Pricing Model
Tuition fees vary based on program and level of study; additional costs for accommodation, student services, and other resources.
🏆 Competitive Moat
Strong academic reputation, comprehensive research facilities, a vibrant campus community, and a strategic focus on innovation and sport.
📊 Content Depth
6/10
⚡ Key Pain Points
• Limited SEO signals indicating a specific product offering.
• Lack of clear description of any digital products or services.
Analyzed by SEODiff AI · 2026-03-01

🔧 Tech Stack

FrameworkExpress
AI-Readiness Score55/100
ServerApache
CDN
HTTP Status200
Load Time504 ms
Raw HTML Size62.6 KB
Visible Text Size14.4 KB

Performance & Speed

74/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

504 ms
Acceptable — room for improvement

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

📦 Page Weight

554
DOM nodes
63 KB
HTML payload
Lean page — fast for bots and users

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=86400
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

0
tracker scripts
0
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
📐 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

80/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

68
internal links
11
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
  • ✓ 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 55/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for lboro.ac.uk
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/lboro.ac.uk" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=lboro.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 131 pages · Deep-10

Homepage ACRI
55
Single-page score
-10
Moderate hidden bloat
Δ delta
Site-Wide ACRI
45
Avg across 131 pages · Range 0–82
Topical Cohesion
2%
Topical Drift
TF-IDF cosine similarity
Total Words
60649
Avg Bloat
66.0×
Page Type ACRI Token Bloat Words Status
https://lboro.ac.uk/services/registry/aqphandbook/documentation/cop-externalexaminers/
Code of Practice for External Examining of UG and PG Taught Programmes | Academic Registry | Loughborough University
pricing 82 4.6× 3125 💰 Pricing
https://lboro.ac.uk/services/registry/aqphandbook/documentation/placement-charter/
Loughborough Student Placement Charter | Academic Registry | Loughborough University
docs 77 5.9× 2393
https://lboro.ac.uk/services/registry/aqphandbook/documentation/cop-plagiarism/
Code of practice on plagiarism detection | Academic Registry | Loughborough University
pricing 77 8.6× 1380 💰 Pricing
https://lboro.ac.uk/research/online-civic-culture-centre/news-events/articles/o3c-4-beyond-quick-fixes/
Public Report (O3C 4) - Beyond Quick Fixes | Online Civic Culture Centre | Loughborough University
blog 77 9.7× 1065
https://lboro.ac.uk/research/online-civic-culture-centre/news-events/articles/181101-o3c-seminars/
The O3C Seminars 2018–2019 | Online Civic Culture Centre | Loughborough University
pricing 77 8.0× 1263 💰 Pricing
https://lboro.ac.uk/services/student-services/resources/policy/swai-evidence/
SWAI Supporting Documents Guidance | Student Services | Loughborough University
pricing 77 5.1× 3242 💰 Pricing
https://lboro.ac.uk/services/student-services/resources/policy/sass-code-of-practice/
SASS Code Of Practice | Student Services | Loughborough University
pricing 77 5.5× 2980 💰 Pricing
https://lboro.ac.uk/internal/groups/reach/resources/
Resources | REACH Staff Network | Loughborough University
blog 77 9.4× 1070
https://lboro.ac.uk/research/amrg/about/the7categoriesofadditivemanufacturing/materialjetting/
Material Jetting | Additive Manufacturing Research Group | Loughborough University
pricing 77 7.9× 745 💰 Pricing
https://lboro.ac.uk/research/phc/resources/fitforsport/the4cs/
The 4 C's | Peter Harrison Centre | Loughborough University
pricing 77 7.7× 1740 💰 Pricing
https://lboro.ac.uk/research/amrg/about/the7categoriesofadditivemanufacturing/vatphotopolymerisation/
VAT Photopolymerisation | Additive Manufacturing Research Group | Loughborough University
pricing 77 9.0× 649 💰 Pricing
https://lboro.ac.uk/services/registry/aqphandbook/documentation/student-consultation/
Policy for Consulting with Prospective or Existing Students about Programme and Module Changes | Academic Registry | Loughborough University
docs 67 12.8× 888
https://lboro.ac.uk/services/registry/aqphandbook/documentation/cop-supervision-student-diss/
Code of Practice governing supervision of dissertations/final individual student projects | Academic Registry | Loughborough University
pricing 67 13.8× 805 💰 Pricing
https://lboro.ac.uk/services/registry/aqphandbook/documentation/universitypolicystatementgroupworking-minimumrequirements/
University Policy Statement Group Working - Minimum requirements | Academic Registry | Loughborough University
docs 67 15.8× 689
https://lboro.ac.uk/research/online-civic-culture-centre/news-events/articles/rachelarmitagephdsuccess/
Rachel Armitage PhD success | Online Civic Culture Centre | Loughborough University
blog 67 16.5× 541
https://lboro.ac.uk/research/online-civic-culture-centre/news-events/articles/o3c-5-report-whatsapp-misinformation-warnings/
Public Report - O3C-5 | Online Civic Culture Centre | Loughborough University
blog 67 12.1× 828
https://lboro.ac.uk/research/online-civic-culture-centre/news-events/articles/phdsuccessfordayeioh/
PhD success for Dayei Oh | Online Civic Culture Centre | Loughborough University
blog 67 10.9× 873
https://lboro.ac.uk/services/lumen/blog/formative-assessment-blog-post/
Moving Forward with Formative Assessment | LUMEN | Loughborough University
blog 67 14.7× 727
https://lboro.ac.uk/research/online-civic-culture-centre/news-events/articles/o3c-1-survey-report-news-sharing-misinformation/
New O3C Survey Report: News Sharing on UK Social Media: Misinformation, Disinformation & Correction | Online Civic Culture Centre | Loughborough University
blog 67 11.6× 862
https://lboro.ac.uk/research/online-civic-culture-centre/news-events/articles/covid-vaccines-personal-messaging/
New Public Report: Covid Vaccines and Online Personal Messaging | Online Civic Culture Centre | Loughborough University
blog 67 10.3× 1001
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
/research/ 48 53 0% 35.7× High JS Bloat
/services/ 26 57 0% 54.7× High JS Bloat
/data-privacy/ 8 44 0% 113.0× High JS Bloat
/schools/ 7 47 0% 113.3× High JS Bloat
/about/ 5 53 0% 43.7× High JS Bloat
/internal/ 4 52 0% 119.6× High JS Bloat
/departments/ 3 43 0% 69.9× High JS Bloat
/arts/ 2 46 0% 818.2× High JS Bloat
/international/ 2 36 0% 134.4× High JS Bloat
/alumni/ 2 46 0% 64.4× High JS Bloat
/features/ 1 0 0% 0.0× Low AI Readiness
/lusitext/ 1 62 0% 2.5× Healthy
/guides/ 1 0 0% 0.0× Low AI Readiness
/solutions/ 1 0 0% 0.0× Low AI Readiness
/students/ 1 26 0% 243.3× 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/lboro.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 lboro.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 lboro.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://lboro.ac.uk",
  "logo": "https://www.lboro.ac.uk/web-assets/shared/favicon/apple-touch-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://lboro.ac.uk",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://lboro.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 lboro.ac.uk:

Current Score
70
Projected Score
86
Improvement
+16 pts
Add Organization schema +6 pts
Add WebSite schema +4 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
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