northeastern.edu 71 B
🛡️ SEO 73 🤖 GEO 68 ⚡ Perf 59 🏗️ Arch 90

northeastern.edu — Global SEODiff Score 71/100

northeastern.edu
📊

northeastern.edu has earned a 85/100 ACRI — a tier-1 result that puts it ahead of 98% of sites in the SEODiff Radar. Compared to other education sites (avg score: 57), northeastern.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. The bloated 34.3× token ratio highlights an urgent need to clean up non-content markup, scripts, and navigation clutter. 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.

71
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (59) is your bottleneck.
🎯 Top Fix: Reduce token bloat (34×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 18, 2026 · 📋 API
📈 ACRI Trend 17 snapshots
Feb 23 Mar 18
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than northeastern.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)73 × 0.25 = 18.2
🤖 AI Readiness / GEO (40% weight)68 × 0.40 = 27.2
⚡ Performance (20% weight)59 × 0.20 = 11.8
🏗️ Architecture & Trust (15% weight)90 × 0.15 = 13.5
Weighted sum = 18.2 + 27.2 + 11.8 + 13.5
Global SEODiff Score = 71 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
76
Structure
avg 35
42
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 0.8%
Rank #7769
Aligned
Gap
AI (ACRI)
Top 2%
Score 85/100

northeastern.edu has balanced Google and AI visibility — both rank roughly in the same tier. ACRI measures technical crawler readiness. Read the methodology →

Why northeastern.edu ranks here

Tech stackWordPress
Industryeducation
RenderingSSR
Schema coverage1 blocks
Token bloat34.3×

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

73/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

30 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

127 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 3
  • ✓ Has <h2> headings — found 6
  • ✓ <h2> not before <h1>

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — Home
  • ✓ og:description — Founded in 1898, Northeastern is a global, experiential, research university built on a tradition of engagement with the world.
  • ✓ 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

68/100 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 →
northeastern.edu
63
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 0%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 76/100 — Good
Structured Elements 110 elements (110 lists, 0 rows, 0 headers)
Total Words629
Raw Density17.5%

🏷️ 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

61
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability61/100 — AI models can partially extract answers from this page
Crawl CostHigh (75/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

2%
🗑️ 98%
Useful Content (7.2 KB)Bloat (239.8 KB)
Token Bloat Ratio34.3× — Bloated

Multimodal Readiness

Visual Context81% Optimized for Vision
Image Alt Coverage17 / 21 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 247.0 KB, but only 7.2 KB is text. 2% useful / 98% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (34.3×) risks context-window truncation by ChatGPT, Claude, and Gemini. Reduce inline scripts, CSS, hydration payloads, and tracking code.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 97.1% · SNR: 0.03 · Signal: 1842 / Noise: 61394 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 northeastern.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
Northeastern University provides a global, experience-driven higher education system with a focus on research, partnerships, and innovative learning across 13
Target Audience
Students, faculty, alumni, partners, and innovators seeking a globally-oriented, experiential learning environment.
Pricing Model
Tuition varies by program and campus; significant financial aid and external research awards are available.
🔗 Integration Partners
Experiential Network (XN)
🏆 Competitive Moat
Unique global university system, emphasis on experiential learning, extensive partnerships, and a strong research focus.
📊 Content Depth
6/10
🔄 Programmatic SEO Signals
Campus locationsInitiatives with purposeResearch for global impactPhD programs
⚡ Key Pain Points
• Limited information on specific program costs
• Lack of detailed information on experiential learning opportunities beyond campus locations
Analyzed by SEODiff AI · 2026-02-28

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Servernginx
CDN
HTTP Status200
Load Time771 ms
Raw HTML Size247.0 KB
Visible Text Size7.2 KB

Performance & Speed

59/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

771 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

957
DOM nodes
247 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

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

90/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

107
internal links
12
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 63/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for northeastern.edu
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/northeastern.edu" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=northeastern.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 334 pages · Deep-10

Homepage ACRI
63
Single-page score
-18
Moderate hidden bloat
Δ delta
Site-Wide ACRI
45
Avg across 334 pages · Range 0–85
🔍
Hidden Bloat Detected

Homepage scores 63, but internal pages average only 45 — a -18-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
8%
Topical Drift
TF-IDF cosine similarity
Total Words
62463
Avg Bloat
199.5×
Page Type ACRI Token Bloat Words Status
https://www.northeastern.edu/privacy-information/
Privacy Information - Northeastern University
pricing 85 7.0× 4985 💰 Pricing
https://www.northeastern.edu/ai/research/
AI Research & Innovation | Northeastern University
pricing 67 24.5× 1216 💰 Pricing
https://www.northeastern.edu/ai/programs-offerings/
AI Programs & Certificates | Northeastern University
other 67 21.9× 1557
https://www.northeastern.edu/about/about-northeastern/
About Northeastern - Northeastern University
pricing 64 48.7× 752 💰 Pricing
https://www.northeastern.edu/about/board-of-trustees/
Board of Trustees - Northeastern University
pricing 64 57.0× 622 💰 Pricing
https://www.northeastern.edu/about/senior-leadership/
Senior Leadership - Northeastern University
pricing 64 59.0× 547 💰 Pricing
https://northeastern.edu/about
About Northeastern - Northeastern University
pricing 64 48.7× 752 💰 Pricing
https://www.northeastern.edu/about/senior-leadership/office-of-the-provost/
Office of the Provost - Northeastern University
pricing 64 66.6× 535 💰 Pricing
https://www.northeastern.edu/the-co-op-process-from-start-to-finish/
The co-op process, from start to finish - Northeastern University
pricing 64 40.0× 685 💰 Pricing
https://www.northeastern.edu/ai/shaping-the-future-of-ai-in-education/
AI - Shaping the future of AI in education - Northeastern University
docs 64 37.5× 718
https://www.northeastern.edu/our-global-university-system/
Our Global University System - Northeastern University
pricing 64 64.2× 545 💰 Pricing
https://www.northeastern.edu/our-global-campuses/
Our Global Campuses - Northeastern University
pricing 64 53.3× 595 💰 Pricing
https://www.northeastern.edu/admissions/
Admissions - Northeastern University
pricing 64 63.4× 506 💰 Pricing
https://www.northeastern.edu/provost-2025/
Provost 2025 - Northeastern University
pricing 64 46.1× 597 💰 Pricing
https://www.northeastern.edu/ai/tools-offers/
AI at Northeastern - Information Technology Services
pricing 64 30.5× 798 💰 Pricing
https://www.northeastern.edu/ai/news-events/
AI News & Events | Northeastern University
pricing 64 42.1× 620 💰 Pricing
https://www.northeastern.edu/ai/
Human-Centered AI | Northeastern University
other 64 39.2× 744
https://www.northeastern.edu/co-op/inside-co-op/
Inside co-op - Northeastern University
pricing 64 36.5× 941 💰 Pricing
https://www.northeastern.edu/co-op/
Co-op - Northeastern University
pricing 64 41.5× 899 💰 Pricing
https://www.northeastern.edu/administration/joseph-e-aoun/
Joseph E. Aoun - Northeastern University
pricing 64 41.9× 645 💰 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
/trustees/ 139 44 0% 240.9× High JS Bloat
/administration/ 79 46 0% 221.2× High JS Bloat
/programs/ 26 44 0% 174.6× High JS Bloat
/about/ 14 58 0% 89.0× High JS Bloat
/departments/ 8 48 0% 193.2× High JS Bloat
/ai/ 7 63 0% 37.5× High JS Bloat
/degree-type/ 7 44 0% 188.7× High JS Bloat
/campus/ 7 44 0% 195.9× High JS Bloat
/campuses-tags/ 2 44 0% 242.0× High JS Bloat
/co-op/ 2 64 0% 39.0× High JS Bloat
/format/ 2 44 0% 181.5× High JS Bloat
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/doctoral/ 1 44 0% 250.6× High JS Bloat
/integrations/ 1 0 0% 0.0× Low AI Readiness
/research/ 1 64 0% 52.0× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 334 pages
oakland.northeastern.edu ×321
burlington.northeastern.edu ×321
arlington.northeastern.edu ×321
charlotte.northeastern.edu ×321
seattle.northeastern.edu ×321
toronto.northeastern.edu ×321
miami.northeastern.edu ×321
vancouver.northeastern.edu ×321
🔄 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/northeastern.edu

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

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📊 Semantic Share of Voice

How often would an AI cite northeastern.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…

🎭

Bait & Switch Delta

B 15 PAGES

Compares your homepage rendering quality with inner pages. A high drift score means AI crawlers see a polished homepage but degraded inner content — the "bait & switch" that erodes trust.

64
Homepage ACRI
56
Inner Avg ACRI
+8
ACRI Delta
40%
Homepage Ghost
40%
Inner Avg Ghost
15
Drift Score [?]
Worst Inner Pages
64 40% pricing https://www.northeastern.edu/about/board-of-trustees/
54 40% pricing https://www.northeastern.edu/about/senior-leadership/department-template/
54 40% pricing https://www.northeastern.edu/about/senior-leadership/office-of-the-general-counsel/
🛡️

E-E-A-T Trust Signals

F 15/100

Trust indicators extracted from surface pages. These signals help AI systems verify your site's Experience, Expertise, Authoritativeness, and Trustworthiness.

Physical Address
Phone Number
Email Contact
About Page
Contact Page
Privacy Policy
Terms of Service
Named Leadership
🔗

Citation Profile

62 DOMAINS

Outbound citation patterns across surface-crawled pages. Sites that cite diverse, authoritative sources signal higher E-E-A-T to AI systems.

750
Total Links
62
Unique Domains
50.0
Avg/Page
8%
Diversity
publicart.northeastern.edu hr.northeastern.edu graduate.northeastern.edu online.northeastern.edu siliconvalley.northeastern.edu experiencepoweredby.northeastern.edu nulondon.ac.uk chancellor.northeastern.edu nu.outsystemsenterprise.com alumni.northeastern.edu
🏘️ Outbound Neighborhood Trust Avg Trust: 0.0

AI trust scores for the domains northeastern.edu links to. Citing high-trust sources lifts your own credibility signal.

🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to northeastern.edu. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 2% of your HTML is useful content. AI crawlers waste context window tokens on bloat.
html
<!-- Move inline CSS to external stylesheets -->
<link rel="stylesheet" href="/css/main.css">

<!-- Move inline scripts to external files with defer -->
<script src="/js/app.js" defer></script>

<!-- Remove duplicate navigation blocks -->
<!-- Keep only ONE <nav> in the <header> -->

<!-- Ensure <main> wraps your primary content -->
<main>
  <!-- Your content here — this is what AI sees first -->
</main>
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 Northeastern?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Northeastern does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Northeastern work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Northeastern."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
85
Projected Score
93
Improvement
+8 pts
Reduce token bloat +5 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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