pratt.edu 76 B
🛡️ SEO 67 🤖 GEO 88 ⚡ Perf 47 🏗️ Arch 100

pratt.edu — Global SEODiff Score 76/100

pratt.edu
📊

pratt.edu shows strong AI visibility with an ACRI of 81/100, outperforming 95% of indexed domains. In the education sector, pratt.edu outperforms the average (58), 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. Token bloat registers at 5.4× — acceptable, but reducing inline scripts and redundant markup could yield measurable gains. Minimal structured data (1 block) limits the site's ability to communicate entity relationships to AI systems. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

76
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (47) is your bottleneck.
🎯 Top Fix: Monitor weekly to catch regressions early
🔬 Automated SEODiff Assessment · Snapshot: Feb 26, 2026 · 📋 API
📈 ACRI Trend 3 snapshots
Feb 23 Feb 26
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than pratt.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)47 × 0.20 = 9.4
🏗️ Architecture & Trust (15% weight)100 × 0.15 = 15.0
Weighted sum = 16.8 + 35.2 + 9.4 + 15.0
Global SEODiff Score = 76 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
86
Structure
avg 36
2
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 5%
Rank #49523
Aligned
Gap
AI (ACRI)
Top 5%
Score 81/100

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

Why pratt.edu ranks here

Tech stackWordPress
Industryeducation
RenderingSSR
Schema coverage1 blocks
Token bloat5.4×

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

15 chars
Too short

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

110 chars
Too short

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://www.pratt.edu/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → en-us
  • ✗ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — Homepage
  • ✓ og:description — Pratt Institute provides the creative leaders of tomorrow the knowledge and experience to make a better 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

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 →
pratt.edu
76
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 86/100 — Excellent
Structured Elements 230 elements (230 lists, 0 rows, 0 headers)
Total Words1033
Raw Density22.3%

🏷️ Schema Health Docs

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

Schema Coverage Map

2/7 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.
💡FAQ schema missing. Adding FAQPage schema lets AI models directly extract Q&A pairs for Featured Snippets and chatbot answers.

📐 AI Efficiency Metrics Docs

70
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability70/100 — AI models can easily extract answers from this page
Crawl CostMedium (60/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

18%
🗑️ 82%
Useful Content (40.0 KB)Bloat (177.1 KB)
Token Bloat Ratio5.4× — Normal

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage9 / 9 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: 81.6% · SNR: 0.23 · Signal: 10250 / Noise: 45331 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 pratt.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
Creative education and training
Target Audience
Students, aspiring creatives
Pricing Model
Not explicitly mentioned
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
Servernginx
CDN
HTTP Status200
Load Time1028 ms
Raw HTML Size217.1 KB
Visible Text Size40.0 KB

Performance & Speed

47/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

1028 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

935
DOM nodes
217 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → public, max-age=240
  • ✗ 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

100/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

244
internal links
9
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 76/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for pratt.edu
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/pratt.edu" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=pratt.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 1001 pages · Deep-10

Homepage ACRI
76
Single-page score
-19
Moderate hidden bloat
Δ delta
Site-Wide ACRI
58
Avg across 1001 pages · Range 51–90
🔍
Hidden Bloat Detected

Homepage scores 76, but internal pages average only 58 — a -19-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
19%
Topical Drift
TF-IDF cosine similarity
Total Words
703217
Avg Bloat
61.0×
RAG Fractures [?]
5
⚠️
5 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 5 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.pratt.edu/administrative-departments/student-affairs/health-wellness/resilience-wellness-and-well-being-center/resources/make-healthy-an-art-materials-safety-guide/
Make Healthy: An Art Materials Safety Guide - Pratt Institute
pricing 90 4.6× 11619 💰 Pricing
https://www.pratt.edu/about/pratt-presents/past-programs/
Past Programs - Pratt Institute
pricing 85 8.8× 4490 💰 Pricing
https://www.pratt.edu/about/event-guidance/
Event Guidance - Pratt Institute
pricing 85 7.9× 5278 💰 Pricing
https://www.pratt.edu/news/state-of-the-institute-spring-2021/
State of the Institute 2021: President Frances Bronet Addresses the Pratt Institute Community - Pratt Institute
pricing 85 7.3× 5332 ⚠️ RAG Fracture
https://www.pratt.edu/news/class-notes-spring-2022/
Class Notes Spring 2022 - Pratt Institute
pricing 85 8.8× 5669 💰 Pricing
https://www.pratt.edu/about/exhibitions/pratt-manhattan-gallery/past-exhibitions/
Past Exhibitions - Pratt Institute
about 75 12.7× 3037
https://www.pratt.edu/news/school_of_art_and_design_to_present_talks_by_renowned_individuals_as_part_o/
School of Art and Design to Present Talks by Renowned Individuals as Part of Spring Lecture Series - Pratt Institute
other 75 12.5× 2904
https://www.pratt.edu/about/pratt-institute-endowment-fund-report/
Pratt Institute Endowment Fund Report - Pratt Institute
pricing 72 19.1× 1915 💰 Pricing
https://www.pratt.edu/about/strategic-plan/growth-strategies-and-goals/
Growth Strategies and Goals - Pratt Institute
pricing 72 18.2× 2208 ⚠️ RAG Fracture
https://www.pratt.edu/news/how-pratt-students-met-the-pandemic-with-creativity-and-reshaped-their-prac/
How Pratt Students Met the Pandemic with Creativity and Reshaped their Practices for the Future - Pratt Institute
pricing 72 16.0× 2343 💰 Pricing
https://www.pratt.edu/news/we-contain-multitudes-the-2018-alumni-achievement-award-winners-on-empathy/
We Contain Multitudes: The 2018 Alumni Achievement Award Winners on Empathy at Work - Pratt Institute
pricing 72 10.8× 3411 💰 Pricing
https://www.pratt.edu/news/brilliant-assemblage-pratt-practitioners-and-students-help-restore-louise-n/
Brilliant Assemblage: Pratt Practitioners and Students Help Restore Louise Nevelson’s NYC Landmark - Pratt Institute
pricing 69 18.3× 1927 💰 Pricing
https://www.pratt.edu/news/catching-up-with-the-black-alumni-of-pratt-scholars-on-what-baps-support-means-to-them/
Catching up With The Black Alumni of Pratt Scholars on What BAP’s Support Means to Them - Pratt Institute
pricing 69 18.8× 1903 💰 Pricing
https://www.pratt.edu/news/covid-19-update-president-frances-bronet-addresses-the-pratt-community/
COVID-19 Update: President Frances Bronet Addresses the Pratt Community (March 20, 2020) - Pratt Institute
pricing 69 17.8× 1957 💰 Pricing
https://www.pratt.edu/news/pratt_announces_art_design_fall_lecture_series_2013/
Pratt Announces Art & Design Fall Lecture Series 2013 - Pratt Institute
pricing 69 14.9× 2350 💰 Pricing
https://www.pratt.edu/news/pratt-city-tech-brooklyn-navy-yard-partner-on-research-facility/
Building a Unique Ecosystem for Creative Research at the Brooklyn Navy Yard - Pratt Institute
pricing 69 19.5× 1783 💰 Pricing
https://www.pratt.edu/news/in-sandys-wake-a-new-resilience-for-the-future/
In Sandy’s Wake, a New Resilience for the Future - Pratt Institute
pricing 69 19.0× 1939 💰 Pricing
https://www.pratt.edu/news/snail-mail-brings-pratt-students-together-with-science-experiments-art-coll/
Snail Mail Brings Pratt Students Together with Science Experiments, Art Collaboration, and Rare Books - Pratt Institute
other 69 18.3× 1945
https://www.pratt.edu/news/critiques-at-a-distance-pratt-faculty-members-rethink-reviews-in-the-digita/
Critiques at a Distance: Pratt Faculty Members Rethink Reviews in the Digital Space - Pratt Institute
other 69 18.2× 1943
https://www.pratt.edu/news/two-alumnae-discuss-collaborating-on-pratts-newest-residence-hall-emerson-p/
Two Alumnae Discuss Collaborating on Pratt’s Newest Residence Hall, Emerson Place - Pratt Institute
pricing 69 17.0× 2046 💰 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/ 458 62 1% 42.9× Bot Blocked
/about/ 29 65 0% 39.1× High JS Bloat
/administrative-departments/ 5 67 0% 34.7× High JS Bloat
/services/ 5 61 1% 56.7× Bot Blocked
/the-center-for-interdisciplinary-studies/ 1 64 0% 28.0× High JS Bloat
/research/ 1 61 1% 57.3× Bot Blocked
/commencement/ 1 61 1% 62.4× Bot Blocked
🔗
Outbound External Citations
0 unique external domains cited across 1001 pages
connect.pratt.edu ×1001
instagram.com ×1001
one.pratt.edu ×1001
pratt.digication.com ×1001
cm.maxient.com ×1001
canvas.pratt.edu ×1001
catalog.pratt.edu ×1000
shoppratt.merchorders.com ×1000
🔄 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/pratt.edu

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

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🩹

Remediation Patches

COPY-PASTE

Auto-generated code fixes tailored to pratt.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": "Pratt",
  "url": "https://pratt.edu",
  "logo": "https://www.pratt.edu/wp-content/themes/pratt/static/img/favicon/favicon.ico",
  "sameAs": []
}
</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 Pratt?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Pratt does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Pratt work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Pratt."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
81
Projected Score
93
Improvement
+12 pts
Add Organization schema +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