wit.edu 68 C
🛡️ SEO 38 🤖 GEO 88 ⚡ Perf 58 🏗️ Arch 78

wit.edu — Global SEODiff Score 68/100

wit.edu
📊

wit.edu shows strong AI visibility with an ACRI of 81/100, outperforming 95% of indexed domains. In the education sector, wit.edu outperforms the average (57), suggesting strong competitive positioning in AI search. The low ghost ratio (0%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. With a 2.8× bloat ratio, the page delivers its content without excessive boilerplate, giving AI systems a clean extraction path. No structured data was detected, which means AI systems must infer all entities and relationships from raw HTML alone. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

68
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Traditional SEO (38) is your bottleneck.
🎯 Top Fix: Add Organization + WebSite JSON-LD → +5–8 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 20, 2026 · 📋 API
📈 ACRI Trend 4 snapshots
Mar 5 Mar 20
🔔 Recent AI Indexing Activity
🔄 Mar 20 Content change detected
🔄 Mar 15 Content change detected
Does your site score higher than wit.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)38 × 0.25 = 9.5
🤖 AI Readiness / GEO (40% weight)88 × 0.40 = 35.2
⚡ Performance (20% weight)58 × 0.20 = 11.6
🏗️ Architecture & Trust (15% weight)78 × 0.15 = 11.7
Weighted sum = 9.5 + 35.2 + 11.6 + 11.7
Global SEODiff Score = 68 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
97
Structure
avg 35
0
Schema
avg 9
70
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 22%
Rank #220411
-17 pts
Gap
AI (ACRI)
Top 5%
Score 81/100

wit.edu ranks much higher on Google (Tranco Top 22%) than in AI search (Top 5%). This is the 'Visibility Gap' pattern — implementing the recommendations above can help close the AI gap. ACRI measures technical crawler readiness. Read the methodology →

Why wit.edu ranks here

Tech stackDrupal
Industryeducation
RenderingSSR
Schema coverage0 blocks
Token bloat2.8×

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

38/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

54 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

259 chars
Too long

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 14
  • ✗ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://wit.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
  • ✗ 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

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, 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 →
wit.edu
75
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 97/100 — Excellent
Structured Elements 549 elements (549 lists, 0 rows, 0 headers)
Total Words1943
Raw Density28.3%

🏷️ 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

74
AI Extractability
Low
Crawl Cost
None
Blocklist Risk
Extractability74/100 — 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

35%
🗑️ 65%
Useful Content (46.2 KB)Bloat (81.7 KB)
Token Bloat Ratio2.8× — Lean

Multimodal Readiness

Visual Context92% Optimized for Vision
Image Alt Coverage12 / 13 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

55 Entropy
Fair Token Bloat: Medium
Noise Ratio: 63.9% · SNR: 0.56 · Signal: 11819 / Noise: 20927 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 wit.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
Technology education and training
Target Audience
Students interested in engineering, computing, design, and management
Pricing Model
Not specified
Analyzed by SEODiff AI · 2026-02-26

🔧 Tech Stack

FrameworkDrupal
AI-Readiness Score70/100
Servernginx
CDN
HTTP Status200
Load Time514 ms
Raw HTML Size127.9 KB
Visible Text Size46.2 KB

Performance & Speed

58/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

514 ms
Acceptable — room for improvement

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

📦 Page Weight

1784
DOM nodes
128 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=3600, 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

78/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

511
internal links
28
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 75/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for wit.edu
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/wit.edu" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=wit.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 1009 pages · Deep-10

Homepage ACRI
75
Single-page score
-21
Severe hidden bloat
Δ delta
Site-Wide ACRI
54
Avg across 1009 pages · Range 0–82
🔍
Hidden Bloat Detected

Homepage scores 75, but internal pages average only 54 — a -21-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
6%
Topical Drift
TF-IDF cosine similarity
Total Words
622390
Avg Bloat
74.8×
RAG Fractures [?]
8
⚠️
8 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 8 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://wit.edu/about/policies/travel-business-expense
Travel and Business Expense Policy | Wentworth
pricing 82 4.6× 7049 ⚠️ RAG Fracture
https://wit.edu/about/policies/title-ix-policy
Wentworth Institute of Technology Sexual Misconduct & Sex-based Discrimination Policy for Students and Employees | Wentworth
pricing 82 3.1× 13479 💰 Pricing
https://wit.edu/about/policies/research-misconduct
Research Misconduct Academic Policy | Wentworth
pricing 82 4.6× 7032 💰 Pricing
https://wit.edu/about/inclusive-excellence/wentworths-diversity-past-present
Wentworth's Diversity: Past & Present | Wentworth
pricing 77 6.9× 4656 💰 Pricing
https://wit.edu/about/policies/minors-on-campus
Policy on the Protection of Minors on Campus | Wentworth
pricing 77 9.8× 2706 💰 Pricing
https://wit.edu/about/president/board-of-trustees
Board of Trustees | See Bios of Board Members | Wentworth
pricing 77 5.9× 5305 💰 Pricing
https://wit.edu/about/events/commencement/faq
Commencement FAQ | Wentworth
pricing 77 8.3× 3950 💰 Pricing
https://wit.edu/about/purchasing/terms-and-conditions
Purchase Order Terms and Conditions | Wentworth
pricing 77 6.4× 4040 ⚠️ RAG Fracture
https://wit.edu/about/policies/nondiscrimination
Non-Discrimination Policy for Students and Employees | Wentworth
pricing 77 9.1× 3549 💰 Pricing
https://wit.edu/news/our-heartfelt-thanks-all-our-supporters
Our Heartfelt Thanks to All Our Supporters
pricing 77 6.7× 4123 💰 Pricing
https://wit.edu/co-ops-careers/about-co-ops
About Co-op Programs | Wentworth
pricing 77 8.8× 3152 💰 Pricing
https://wit.edu/news/president-mark-thompson-inauguration-speech-full
President Mark Thompson Inauguration Speech in Full
pricing 77 6.5× 3911 💰 Pricing
https://wit.edu/academics/labs-studios
Campus Labs & Studios | Wentworth
pricing 77 9.4× 4132 💰 Pricing
https://wit.edu/about/inclusive-excellence/equity-compliance/lgbtq-support-and-services
LGBTQ+ Programs and Support | Wentworth
pricing 67 15.8× 1582 💰 Pricing
https://wit.edu/about/inclusive-excellence/martin-luther-king-jr-factsheet
MLK Info Sheet | Wentworth
pricing 67 16.8× 1458 💰 Pricing
https://wit.edu/about/policies/background-screening
Pre-Employment Background Screening Policy | Wentworth
pricing 67 16.2× 1517 💰 Pricing
https://wit.edu/about/policies/pre-employment-screening
Pre-Employment Background Screening Policy | Wentworth
pricing 67 16.1× 1532 💰 Pricing
https://wit.edu/about/return-on-investment
The Value of a College Education | Wentworth
pricing 67 17.7× 2128 💰 Pricing
https://wit.edu/about/policies/ferpa
The Family Educational Rights and Privacy Act (FERPA) | Wentworth
pricing 67 14.1× 1804 💰 Pricing
https://wit.edu/about/policies/red-flags
Red Flags Policy | Identity Theft Prevention | Wentworth
pricing 67 11.7× 2170 💰 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
/news/ 267 59 0% 41.9× High JS Bloat
/about/ 149 65 0% 24.3× High JS Bloat
/academics/ 28 63 0% 27.7× High JS Bloat
/admissions/ 23 64 0% 26.2× High JS Bloat
/presidents-report/ 11 59 0% 42.3× High JS Bloat
/student-life/ 8 63 0% 32.4× High JS Bloat
/careers/ 4 63 0% 31.6× High JS Bloat
/co-ops-careers/ 3 67 0% 25.4× High JS Bloat
/accelerate/ 2 67 0% 13.2× High JS Bloat
/federal-actions/ 1 67 0% 17.9× High JS Bloat
/robotics/ 1 62 0% 24.6× High JS Bloat
/workforce-development/ 1 67 0% 15.8× High JS Bloat
/prospective-students-families/ 1 62 0% 45.1× High JS Bloat
/faculty-staff-directory/ 1 62 0% 54.2× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 1009 pages
linkedin.com ×999
bkstr.com ×999
twitter.com ×999
wentworth.az1.qualtrics.com ×999
instagram.com ×999
youtube.com ×999
tiktok.com ×999
facebook.com ×999
🔄 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/wit.edu

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

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📊 Semantic Share of Voice

How often would an AI cite wit.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 wit.edu. 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": "Wit",
  "url": "https://wit.edu",
  "logo": "https://wit.edu/themes/custom/wentworth/favicon.ico",
  "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": "Wit",
  "url": "https://wit.edu",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://wit.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 Wit?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Wit does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Wit work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Wit."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
81
Projected Score
94
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
🔍 Found indexing issues?
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