wmich.edu 70 B
🛡️ SEO 58 🤖 GEO 83 ⚡ Perf 49 🏗️ Arch 86

wmich.edu — Global SEODiff Score 70/100

wmich.edu
📊

At 78/100, the ACRI for wmich.edu indicates strong fundamentals in AI extractability, surpassing the majority of indexed sites. Compared to other education sites (avg score: 57), wmich.edu 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 3.4× token bloat ratio reflects disciplined markup: minimal noise between the crawler and the content it needs. Rich structured data (8 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.

70
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (49) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 11 snapshots
Feb 23 Mar 21
🔔 Recent AI Indexing Activity
📈 Mar 21 ACRI +4 (60→64)
📉 Mar 20 ACRI -1 (61→60)
📉 Mar 18 ACRI -1 (62→61)
📉 Mar 16 ACRI -1 (63→62)
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)58 × 0.25 = 14.5
🤖 AI Readiness / GEO (40% weight)83 × 0.40 = 33.2
⚡ Performance (20% weight)49 × 0.20 = 9.8
🏗️ Architecture & Trust (15% weight)86 × 0.15 = 12.9
Weighted sum = 14.5 + 33.2 + 9.8 + 12.9
Global SEODiff Score = 70 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
40
Structure
avg 35
56
Schema
avg 9
70
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 2%
Rank #15671
+11 pts
Gap
AI (ACRI)
Top 12%
Score 78/100

wmich.edu shows stronger AI visibility than traditional SEO ranking. Great AI foundation to build on. ACRI measures technical crawler readiness. Read the methodology →

Why wmich.edu ranks here

Tech stackDrupal
Industryeducation
RenderingSSR
Schema coverage8 blocks
Token bloat3.4×

Fastest improvements

  • You’re already in decent shape — the next moat is monitoring drift over time.
  • 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

58/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

49 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

116 chars
Too short

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 21
  • ✓ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://wmich.edu/
  • ✓ 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
  • ✗ og:description
  • ✓ og:image — preview
  • ✗ twitter:card
📐 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

83/100 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, melbourneschool.com (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 →
wmich.edu
64
Your ACRI Score
86
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. melbourneschool.com 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 40/100 — Fair
Structured Elements 44 elements (44 lists, 0 rows, 0 headers)
Total Words895
Raw Density4.9%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks8 blocks

Schema Coverage Map

1/7 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.
💡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

71
AI Extractability
Low
Crawl Cost
None
Blocklist Risk
Extractability71/100 — AI models can easily 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

29%
🗑️ 71%
Useful Content (26.2 KB)Bloat (62.1 KB)
Token Bloat Ratio3.4× — Lean

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage14 / 14 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

40 Entropy
Poor Token Bloat: High
Noise Ratio: 70.3% · SNR: 0.42 · Signal: 6711 / Noise: 15910 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 wmich.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
Western Michigan University provides a holistic education focused on career readiness and personal fulfillment, emphasizing experience-driven learning and student well-being
Target Audience
Students, prospective students, alumni, parents, faculty, and staff.
Pricing Model
Tuition-based, with various fees and potential additional costs for programs and services.
🏆 Competitive Moat
Holistic approach combining academic rigor with experiential learning and a strong emphasis on student well-being, fostering a supportive community and career readiness.
📊 Content Depth
5/10
🔄 Programmatic SEO Signals
Explore Western Virtual TourDiscover the research undergraduate students have conductedWMU Signature
⚡ Key Pain Points
• Limited SEO signals indicating a specific product offering.
• Lack of clear monetization strategy beyond tuition.
Analyzed by SEODiff AI · 2026-03-01

🔧 Tech Stack

FrameworkDrupal
AI-Readiness Score70/100
Servernginx
CDN
HTTP Status200
Load Time4415 ms
Raw HTML Size88.4 KB
Visible Text Size26.2 KB

Performance & Speed

49/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

4415 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

601
DOM nodes
88 KB
HTML payload
Lean page — fast for bots and users

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=600, public
  • ✗ 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

86/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

67
internal links
14
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 64/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for wmich.edu
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/wmich.edu" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=wmich.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 135 pages · Deep-10

Homepage ACRI
64
Single-page score
-7
Moderate hidden bloat
Δ delta
Site-Wide ACRI
58
Avg across 135 pages · Range 0–85
Topical Cohesion
8%
Topical Drift
TF-IDF cosine similarity
Total Words
79842
Avg Bloat
56.8×
Page Type ACRI Token Bloat Words Status
https://wmich.edu/finearts/blog/2019/04/quarles
In Conversation with Christina Quarles: Yew Jumped too Deep, Yew Buried the Lead | College of Fine Arts | Western Michigan University
blog 85 9.9× 1996
https://wmich.edu/finearts/blog/2021/10/marlo-martin
Our Distinguished Alumni: Marlo Martin | College of Fine Arts | Western Michigan University
blog 75 10.4× 1826
https://wmich.edu/finearts/blog/2018/10/housesitter
Thrills and chills await at an alumni movie premiere 30 years in the making | College of Fine Arts | Western Michigan University
blog 75 12.7× 1461
https://wmich.edu/finearts/blog/2023/05/careers-art
What can I do with an art degree? | College of Fine Arts | Western Michigan University
blog 75 12.9× 1513
https://wmich.edu/medievalpublications/blog/2023/01/gervais-coffee
Take a coffee break with MIP and Kyle Gervais, author of John of Garland, Integumenta Ovidii | Medieval Institute Publications | Western Michigan University
pricing 75 14.1× 1728 💰 Pricing
https://wmich.edu/medievalpublications/blog/2022/11/nextupmets
UP Week 2022: What's #NextUP in publishing? | Medieval Institute Publications | Western Michigan University
pricing 75 14.7× 1649 💰 Pricing
https://wmich.edu/medievalpublications/blog/2023/04/ireland-coffee
Take a coffee break with MIP and Colin Ireland, author of The Gaelic Background of Old English Poetry Before Bede | Medieval Institute Publications | Western Michigan University
blog 75 13.1× 1850
https://wmich.edu/web/guide/section-content/directory-page
Working With a Directory Page | Web Services and Standards | Western Michigan University
blog 75 14.2× 1583
https://wmich.edu/finearts/blog/2021/04/scholars
Presidential Scholars | College of Fine Arts | Western Michigan University
blog 75 15.3× 1220
https://wmich.edu/finearts/blog/2018/10/forever-gold-terk-lewis-waters
Forever Gold: Terk Lewis Waters | College of Fine Arts | Western Michigan University
blog 75 12.6× 1478
https://wmich.edu/web/guide/shared-content/event
Working With an Event | Web Services and Standards | Western Michigan University
blog 72 19.2× 1126
https://wmich.edu/finearts/blog/2018/10/forever-gold-joseph-shubitowski
Forever Gold: Joseph Shubitowski | College of Fine Arts | Western Michigan University
blog 72 14.8× 1248
https://wmich.edu/finearts/blog/2016/09/forever-brown-gold-september-buys
Forever brown and gold: September Buys | College of Fine Arts | Western Michigan University
blog 72 16.1× 1147
https://wmich.edu/web/guide/standards
Web Content Standards | Web Services and Standards | Western Michigan University
blog 72 14.7× 1539
https://wmich.edu/finearts/blog/2019/05/mcwilliamsrecital
Healing through art and community, a choral concert that made a difference | College of Fine Arts | Western Michigan University
blog 72 18.7× 977
https://wmich.edu/finearts/blog/2016/09/forever-brown-gold-david-alpert
Forever brown and gold: David Alpert | College of Fine Arts | Western Michigan University
blog 72 18.0× 1010
https://wmich.edu/finearts/blog/2016/09/forever-brown-gold-dennis-desantis
Forever brown and gold: Dennis DeSantis | College of Fine Arts | Western Michigan University
blog 72 19.3× 937
https://wmich.edu/finearts/blog/2021/10/crystal-lucas-perry
Our Distinguished Alumni: Crystal Lucas-Perry | College of Fine Arts | Western Michigan University
blog 72 15.3× 1214
https://wmich.edu/finearts/blog/2021/10/nico-raddatz
Our Distinguished Alumni: Nico Raddatz | College of Fine Arts | Western Michigan University
blog 72 17.1× 1067
https://wmich.edu/web/guide/section-content/webform
Working With a Webform | Web Services and Standards | Western Michigan University
blog 72 17.0× 1298
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
/web/ 44 57 0% 74.4× High JS Bloat
/medievalpublications/ 36 62 0% 58.6× High JS Bloat
/finearts/ 33 67 0% 33.8× High JS Bloat
/sustainability/ 5 57 0% 79.8× High JS Bloat
/healthcenter/ 1 54 0% 129.6× High JS Bloat
/admissions/ 1 44 0% 117.0× High JS Bloat
/about/ 1 67 0% 26.3× High JS Bloat
/integrations/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/travel/ 1 54 0% 58.1× High JS Bloat
/servicelearning/ 1 54 0% 45.7× High JS Bloat
/blog/ 1 0 0% 0.0× Low AI Readiness
/studentaffairs/ 1 57 0% 53.2× High JS Bloat
/features/ 1 0 0% 0.0× Low AI Readiness
/career/ 1 54 0% 98.0× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 135 pages
twitter.com ×128
facebook.com ×128
go.wmich.edu ×128
secure.wmualumni.org ×128
wmualumni.org ×128
wmed.edu ×128
instagram.com ×128
linkedin.com ×128
🔄 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/wmich.edu

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

🔗 Similar education Sites

Domains with a similar tech stack, industry, and AI readiness profile to wmich.edu. Compare side-by-side.

Domain ACRI AI Score Tech Stack Token Bloat Schema
wmich.edu (this site) 64 78 Drupal 3.4× 8
umc.edu 80 80 Custom / Proprietary 3.4× 11 Compare →
spmcollege.ac.in 81 81 Custom / Proprietary 2.4× 5 Compare →
schoolchamp.net 80 85 Custom / Proprietary 4.3× 4 Compare →
educationqld.com.au 81 83 Custom / Proprietary 4.3× 4 Compare →
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Compare All 5 Similar Sites →

📊 Semantic Share of Voice

How often would an AI cite wmich.edu 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 wmich.edu. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

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": "Wmich",
  "url": "https://wmich.edu",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://wmich.edu/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 Wmich?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Wmich does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Wmich work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Wmich."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
78
Projected Score
85
Improvement
+7 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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