imsa.edu 76 B
🛡️ SEO 67 🤖 GEO 88 ⚡ Perf 65 🏗️ Arch 72

imsa.edu — Global SEODiff Score 76/100

imsa.edu
📊

imsa.edu has earned a 88/100 ACRI — a tier-1 result that puts it ahead of 99% of sites in the SEODiff Radar. In the education sector, imsa.edu outperforms the average (58), 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 6.6× 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. The site maintains an open-door policy for AI crawlers — GPTBot, ClaudeBot, and other major agents are all allowed.

76
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (65) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 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 imsa.edu?
Run the same 40-signal audit on your own domain — free, instant results.
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)67 × 0.25 = 16.8
🤖 AI Readiness / GEO (40% weight)88 × 0.40 = 35.2
⚡ Performance (20% weight)65 × 0.20 = 13.0
🏗️ Architecture & Trust (15% weight)72 × 0.15 = 10.8
Weighted sum = 16.8 + 35.2 + 13.0 + 10.8
Global SEODiff Score = 76 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
89
Structure
avg 36
42
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 10%
Rank #101273
-9 pts
Gap
AI (ACRI)
Top 1%
Score 88/100

imsa.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 imsa.edu ranks here

Tech stackWordPress
Industryeducation
RenderingSSR
Schema coverage1 blocks
Token bloat6.6×

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

67/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

52 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

0 chars
Missing

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 7
  • ✓ <h2> not before <h1>

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — IMSA Home | Illinois Mathematics and Science Academy
  • ✗ og:description
  • ✗ og:image
  • ✓ 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

88/100 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 →
imsa.edu
75
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 89/100 — Excellent
Structured Elements 275 elements (275 lists, 0 rows, 0 headers)
Total Words1156
Raw Density23.8%

🏷️ 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

77
AI Extractability
Low
Crawl Cost
None
Blocklist Risk
Extractability77/100 — 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

15%
🗑️ 85%
Useful Content (17.7 KB)Bloat (98.9 KB)
Token Bloat Ratio6.6× — Normal

Multimodal Readiness

Visual Context53% Optimized for Vision
Image Alt Coverage8 / 15 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: 84.8% · SNR: 0.18 · Signal: 4540 / Noise: 25323 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 imsa.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
Provide academic records and support for students
Target Audience
Current and former students, parents, and administrators
Pricing Model
Free for basic services, fees for additional services
🛡️ Compliance Standards
FERPA
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
ServerApache/2.4.37 (Red Hat Enterprise Linux) OpenSSL/1.1.1k
CDN
HTTP Status200
Load Time553 ms
Raw HTML Size116.7 KB
Visible Text Size17.7 KB

Performance & Speed

65/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

553 ms
Acceptable — room for improvement

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

📦 Page Weight

964
DOM nodes
117 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ 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

72/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

229
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-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 75/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for imsa.edu
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/imsa.edu" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=imsa.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 583 pages · Deep-10

Homepage ACRI
75
Single-page score
-18
Moderate hidden bloat
Δ delta
Site-Wide ACRI
58
Avg across 583 pages · Range 36–85
🔍
Hidden Bloat Detected

Homepage scores 75, but internal pages average only 58 — a -18-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
13%
Topical Drift
TF-IDF cosine similarity
Total Words
280302
Avg Bloat
98.3×
RAG Fractures [?]
2
⚠️
2 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 2 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://www.imsa.edu/academics/academic-programs/history-and-social-science/history-and-social-science-learning-standards/
History and Social Science Learning Standards | Illinois Mathematics and Science Academy
pricing 85 6.4× 4429 💰 Pricing
https://www.imsa.edu/academics/academic-programs/english/english-learning-standards/
English Learning Standards | Illinois Mathematics and Science Academy
blog 85 8.1× 3289
https://www.imsa.edu/academics/learning-standards-ssls/
Learning Standards SSLs | Illinois Mathematics and Science Academy
blog 85 7.3× 3586
https://www.imsa.edu/academics/academic-programs/mathematics-and-computer-science/mathematics-learning-standards/
Mathematics Learning Standards | Illinois Mathematics and Science Academy
blog 85 9.6× 3127
https://www.imsa.edu/academics/academic-programs/wellness/wellness-standards/
Wellness Standards | Illinois Mathematics and Science Academy
other 85 8.0× 3598
https://www.imsa.edu/academics/academic-programs/world-languages/world-language-learning-standards/
World Language Learning Standards | Illinois Mathematics and Science Academy
blog 85 9.8× 2662
https://www.imsa.edu/admissions/prospective-out-of-state-students/
Prospective Out-of-State Students | Illinois Mathematics and Science Academy
pricing 85 8.9× 3327 💰 Pricing
https://www.imsa.edu/discover-imsa/vision-2033/vision-2033-reinvent/
Theme 2: Reinventing Residence Life | Illinois Mathematics and Science Academy
pricing 85 9.1× 2818 💰 Pricing
https://www.imsa.edu/discover-imsa/vision-2033/vision-2033-construct/
Theme 3: New Academic Pathways | Illinois Mathematics and Science Academy
pricing 85 9.8× 2592 💰 Pricing
https://www.imsa.edu/discover-imsa/vision-2033/vision-2033-formulate/
Theme 4: Partnerships in Higher Education and Industry | Illinois Mathematics and Science Academy
other 85 9.5× 2661
https://www.imsa.edu/discover-imsa/vision-2033/vision-2033-build/
Theme 1: Center for Artificial Intelligence | Illinois Mathematics and Science Academy
pricing 85 6.0× 4848 💰 Pricing
https://www.imsa.edu/contact/phonebook/
Staff Directory | Illinois Mathematics and Science Academy
pricing 75 18.6× 1386 💰 Pricing
https://www.imsa.edu/2025-imsa-board-of-trustees-alumni-awards/
2025 IMSA Board of Trustees Alumni Awards | Illinois Mathematics and Science Academy
trust 75 17.5× 1363
https://www.imsa.edu/discover-imsa/alumni/faculty-spotlight-dr-anita-white/
Faculty Spotlight - Dr. Anita White | Illinois Mathematics and Science Academy
other 75 16.4× 1396
https://www.imsa.edu/academics/dual-credit-courses/dual-credit-course-faqs/
Dual Credit Course FAQs | Illinois Mathematics and Science Academy
support 75 19.1× 1208
https://www.imsa.edu/admissions/visit-imsa/
Visit IMSA | Illinois Mathematics and Science Academy
pricing 75 18.1× 1421 💰 Pricing
https://www.imsa.edu/youth-outreach/promise-program/pathway/
Our PROMISE Pathway Programs | Illinois Mathematics and Science Academy
other 75 18.0× 1398
https://www.imsa.edu/discover-imsa/vision-2033/vision-2033-develop/
Theme 5: Innovation Hubs Throughout the State | Illinois Mathematics and Science Academy
pricing 75 11.3× 2183 💰 Pricing
https://www.imsa.edu/site_section/imsa-fusion/
IMSA Fusion Program | Illinois Mathematics and Science Academy
other 75 18.8× 1367
https://www.imsa.edu/2022-imsa-board-of-trustees-alumni-awards/
2022 IMSA Board of Trustees Alumni Awards | Illinois Mathematics and Science Academy
pricing 75 12.9× 1938 💰 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
/discover-imsa/ 156 60 0% 70.3× High JS Bloat
/academics/ 95 59 0% 98.8× High JS Bloat
/student-life/ 48 61 0% 70.0× High JS Bloat
/admissions/ 25 62 0% 56.2× High JS Bloat
/youth-outreach/ 20 65 0% 50.8× High JS Bloat
/site_section/ 20 64 0% 42.9× High JS Bloat
/snp_popups/ 17 57 0% 95.9× High JS Bloat
/educator-development/ 17 63 0% 48.1× High JS Bloat
/employee-portal/ 7 54 0% 127.1× High JS Bloat
/contact/ 3 63 0% 46.5× High JS Bloat
/human-resources/ 2 52 0% 101.0× High JS Bloat
/three-sir-students-present-virtually-at-japan-super-science-fair-jssf-2021/ 1 57 0% 61.2× High JS Bloat
/imsa-announces-release-of-rfp-for-fundraising-services-to-support-master-plan/ 1 57 0% 53.0× High JS Bloat
/a-new-face-at-the-imsa-fund/ 1 57 0% 105.6× High JS Bloat
/sir-student-project-accepted-for-publication-at-the-2024-american-control-conference/ 1 47 0% 132.2× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 583 pages
drive.google.com ×582
instagram.com ×581
imsa.community.highbond.com ×581
go.boarddocs.com ×581
naviance.com ×581
imsapac.org ×581
iagc.imsa.edu ×581
app.imsa.edu ×581
🔄 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/imsa.edu

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

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

Domain ACRI AI Score Tech Stack Token Bloat Schema
imsa.edu (this site) 75 88 WordPress 6.6× 1
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🩹

Remediation Patches

COPY-PASTE

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

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for imsa.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