lssu.edu 71 B
🛡️ SEO 72 🤖 GEO 89 ⚡ Perf 27 🏗️ Arch 82

lssu.edu — Global SEODiff Score 71/100

lssu.edu
📊

Among all indexed domains, lssu.edu ranks in the top echelon with an ACRI of 88, demonstrating that its content is highly visible to AI systems. Compared to other education sites (avg score: 58), lssu.edu performs above the benchmark, suggesting strong competitive positioning in AI search. Server-side rendering keeps the ghost ratio near zero, giving AI systems direct access to all visible content. A 6.9× bloat ratio is typical for sites in this tech tier — not wasteful, but streamlining could further boost extractability. Only 1 schema block is present — adding Organization, WebSite, and Breadcrumb schemas would significantly improve structured data coverage. All major AI bot user-agents (GPTBot, ClaudeBot, CCBot, Google-Extended) are permitted by robots.txt, ensuring broad AI crawler access.

71
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (27) is your bottleneck.
🎯 Top Fix: Fix title tag length → +3 pts
🔬 Automated SEODiff Assessment · Snapshot: Feb 27, 2026 · 📋 API
📈 ACRI Trend 4 snapshots
Feb 23 Feb 27
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than lssu.edu?
Run the same 40-signal audit on your own domain — free, instant results.
Scan Your Site Free →
🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)72 × 0.25 = 18.0
🤖 AI Readiness / GEO (40% weight)89 × 0.40 = 35.6
⚡ Performance (20% weight)27 × 0.20 = 5.4
🏗️ Architecture & Trust (15% weight)82 × 0.15 = 12.3
Weighted sum = 18.0 + 35.6 + 5.4 + 12.3
Global SEODiff Score = 71 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
92
Structure
avg 36
42
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 14%
Rank #136655
-12 pts
Gap
AI (ACRI)
Top 1%
Score 88/100

lssu.edu is more visible to Google than to AI models. There's room to improve AI discoverability to match your search reputation. ACRI measures technical crawler readiness. Read the methodology →

Why lssu.edu ranks here

Tech stackWordPress
Industryeducation
RenderingSSR
Schema coverage1 blocks
Token bloat6.9×

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

72/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

74 chars
Too long

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

145 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 4
  • ✓ <h2> not before <h1>

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — Lake Superior State University – Superior Education. Superior Experience
  • ✓ og:description — LSSU offers innovative academic programs in sciences, engineering, business, and more, with a focus on hands-on learning and research excellence.
  • ✓ 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 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 →
lssu.edu
78
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 92/100 — Excellent
Structured Elements 606 elements (606 lists, 0 rows, 0 headers)
Total Words2406
Raw Density25.2%

🏷️ Schema Health Docs

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

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

78
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability78/100 — AI models can easily extract answers from this page
Crawl CostMedium (50/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

14%
🗑️ 86%
Useful Content (50.7 KB)Bloat (297.2 KB)
Token Bloat Ratio6.9× — Normal

Multimodal Readiness

Visual Context96% Optimized for Vision
Image Alt Coverage66 / 69 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 85.4% · SNR: 0.17 · Signal: 12976 / Noise: 76090 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/gemma-3-4b-it-qat-4bit) analyzed the extracted content of lssu.edu 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
LSSU provides a comprehensive policy framework addressing sexual harassment, discrimination, and misconduct, ensuring a safe and equitable environment for all members of the university community.
Target Audience
Students, faculty, staff, administrators, board members, consultants, vendors, and visitors at Lake Superior State University.
Pricing Model
⚠ SEMANTIC VOID
🛡️ Compliance Standards
Title IX of the Education Amendments of 1972SOC 2
🏆 Competitive Moat
Robust policy framework and established grievance process for addressing sexual misconduct and discrimination, fostering a safe and inclusive campus environment.
📊 Content Depth
9/10
🔄 Programmatic SEO Signals
Policy Number: 1.5.2Date of Present Issue: February 26, 2025Dates of Previous Issue: August 2020, August 2017; August 31, 2018; July 2019, October 12, 2022, 2/23/2023
⚡ Key Pain Points
• Complex legal landscape surrounding sexual misconduct
• Need for clear and consistent policies
• Requirement for thorough investigation and impartial resolution
Model: mlx-community/gemma-3-4b-it-qat-4bit · Analyzed: 2026-02-28 · Data extracted from the site’s main content via strict JSON prompting.

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Servercloudflare
CDNcloudflare
HTTP Status200
Load Time3052 ms
Raw HTML Size347.9 KB
Visible Text Size50.7 KB

Performance & Speed

27/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

3052 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

2174
DOM nodes
348 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✗ Cache-Control header
  • ✓ CDN cache status → DYNAMIC
  • ✓ CDN detected → cloudflare

🔬 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

82/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.lssu.edu/sitemap_index.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

569
internal links
22
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 78/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for lssu.edu
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/lssu.edu" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=lssu.edu" 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 940 pages · Deep-10

Homepage ACRI
78
Single-page score
-19
Moderate hidden bloat
Δ delta
Site-Wide ACRI
59
Avg across 940 pages · Range 34–90
🔍
Hidden Bloat Detected

Homepage scores 78, but internal pages average only 59 — a -19-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
7%
Topical Drift
TF-IDF cosine similarity
Total Words
793107
Avg Bloat
168.8×
Page Type ACRI Token Bloat Words Status
https://www.lssu.edu/resources/about-lssu/contact-lssu/human-resources/title-ix/policy-statement/
Policy | Lake Superior State University
pricing 90 3.7× 34682 💰 Pricing
https://www.lssu.edu/resources/about-lssu/provost/awards-and-recognition/distinguished-teaching-award/
Distinguished Teaching Award | Lake Superior State University
pricing 85 8.0× 14242 💰 Pricing
https://www.lssu.edu/resources/about-lssu/traditions/banishedwords/year/
Banished Words Listed By Year 1976 - 2022 | LSSU Tradition
pricing 85 6.5× 33351 💰 Pricing
https://www.lssu.edu/resources/directory-a-to-z/
Directory A To Z | Lake Superior State University
pricing 75 19.0× 5170 💰 Pricing
https://www.lssu.edu/resources/board-of-trustees/
Board of Trustees | Lake Superior State University
pricing 75 15.7× 5810 💰 Pricing
https://www.lssu.edu/resources/president/strategic-plan/
Strategic Plan | Lake Superior State University
pricing 75 16.4× 5545 💰 Pricing
https://www.lssu.edu/resources/directory-by-department/
Directory by Department | Lake Superior State University
pricing 75 18.8× 5181 💰 Pricing
https://www.lssu.edu/resources/about-lssu/provost/faculty-publications-and-presentations__trashed/college-of-arts-and-sciences/school-of-biological-sciences/
School of Biological Sciences Faculty Presentations & Publications
pricing 75 14.7× 6268 💰 Pricing
https://www.lssu.edu/resources/about-lssu/provost/faculty-publications-and-presentations__trashed/college-of-great-lakes-ecology-and-education/school-of-natural-resources/
School of Natural Resources at LSSU
pricing 75 13.3× 7023 💰 Pricing
https://www.lssu.edu/resources/about-lssu/provost/faculty-publications-and-presentations__trashed/college-of-great-lakes-ecology-and-education/meet-the-staff/cfre-staff-profiles/
CFRE Staff Profiles | Lake Superior State University
pricing 75 16.6× 4236 💰 Pricing
https://www.lssu.edu/employee-directory/employee-directory-atoz/
Directory A To Z | Lake Superior State University
pricing 75 19.0× 5170 💰 Pricing
https://www.lssu.edu/four-alumni-to-be-recognized-during-great-lake-state-weekend/
Four Alumni to be Recognized During Great Lake State Weekend | Lake Superior State University
pricing 75 18.4× 3386 💰 Pricing
https://www.lssu.edu/atoz/
Directory A To Z | Lake Superior State University
pricing 75 19.0× 5170 💰 Pricing
https://www.lssu.edu/employee-directory/employee-directory-department/
Directory by Department | Lake Superior State University
pricing 75 18.8× 5181 💰 Pricing
https://www.lssu.edu/resources/about-lssu/provost/faculty-publications-and-presentations__trashed/college-of-health-and-emergency-responders__trashed/school-of-kinesiology-and-psychology/
School of Kinesiology and Psychology Professors & Research
pricing 72 20.0× 4613 💰 Pricing
https://lssu.edu/faq
FAQs and Resources | Lake Superior State University
pricing 72 17.1× 4915 💰 Pricing
https://www.lssu.edu/admissions/financial-aid/faq/
FAQs and Resources | Lake Superior State University
pricing 72 17.1× 4915 💰 Pricing
https://www.lssu.edu/interprofessional-simulation-2021/
Interprofessional simulation 2021 | Lake Superior State University
pricing 70 53.5× 1136 💰 Pricing
https://www.lssu.edu/life-at-lssu/student-life/laker-success/blog/
Lake Superior State University | Read Our Latest Blogs and Updates
pricing 67 27.0× 2719 💰 Pricing
https://www.lssu.edu/resources/about-lssu/provost/faculty-resources/kcp-future-faculty-fellow/
KCP Future Faculty Fellow | Lake Superior State University
pricing 67 47.4× 1785 💰 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
/resources/ 261 65 0% 86.4× High JS Bloat
/academics/ 6 64 0% 112.8× High JS Bloat
/admissions/ 5 66 0% 74.2× High JS Bloat
/college-science-environment/ 5 59 0% 25.0× High JS Bloat
/college-education-arts/ 4 61 0% 55.3× High JS Bloat
/criminal-justice/ 3 67 0% 46.7× High JS Bloat
/school-engineering-technology/ 3 64 0% 77.7× High JS Bloat
/employee-directory/ 3 72 0% 19.6× High JS Bloat
/college-health-behavior/ 2 59 0% 55.3× High JS Bloat
/school-math-computer-science/ 2 59 0% 44.0× High JS Bloat
/life-at-lssu/ 2 66 0% 57.7× High JS Bloat
/lssus-escanaba-iron-mountain-regional-center-announces-spring-graduates/ 1 67 0% 103.5× High JS Bloat
/lake-superior-state-universitys-response-to-covid-19/ 1 67 0% 110.2× High JS Bloat
/lake-superior-state-university-names-tory-r-lindley-as-its-new-athletic-director/ 1 67 0% 79.8× High JS Bloat
/michigan-teams-converge-on-lssu-for-district-robotic-tourney/ 1 67 0% 74.2× 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/lssu.edu

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

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🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to lssu.edu. 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 Lssu?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Lssu does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Lssu work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Lssu."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for lssu.edu:

Current Score
88
Projected Score
94
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