nait.ca 60 C
🛡️ SEO 29 🤖 GEO 87 ⚡ Perf 27 🏗️ Arch 83

nait.ca — Global SEODiff Score 60/100

nait.ca
📊

At 79/100, the ACRI for nait.ca indicates strong fundamentals in AI extractability, surpassing the majority of indexed sites. In the education sector, nait.ca outperforms the average (57), suggesting strong competitive positioning in AI search. The low ghost ratio (5%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. A tight 4.4× token bloat ratio reflects disciplined markup: minimal noise between the crawler and the content it needs. 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.

60
C — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (27) is your bottleneck.
🎯 Top Fix: Add HSTS header → +2 pts
🔬 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 nait.ca?
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)29 × 0.25 = 7.2
🤖 AI Readiness / GEO (40% weight)87 × 0.40 = 34.8
⚡ Performance (20% weight)27 × 0.20 = 5.4
🏗️ Architecture & Trust (15% weight)83 × 0.15 = 12.4
Weighted sum = 7.2 + 34.8 + 5.4 + 12.4
Global SEODiff Score = 60 (C)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
93
Structure
avg 36
2
Schema
avg 9
50
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 6%
Rank #59268
Aligned
Gap
AI (ACRI)
Top 9%
Score 79/100

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

Why nait.ca ranks here

Tech stackCustom / Proprietary
Industryeducation
RenderingSSR
Schema coverage1 blocks
Token bloat4.4×

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

29/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

54 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

123 chars
Good length

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 0
  • ✓ Has <h2> headings — found 4
  • ✗ <h2> not before <h1>

🔍 Indexability

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

🌐 Social / OpenGraph

  • ✓ og:title — Home
  • ✓ og:description — The Northern Alberta Institute of Technology in Edmonton, Alberta, is a leader in technical training and applied education.
  • ✓ og:image — preview
  • ✓ 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

87/100 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 →
nait.ca
73
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 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 93/100 — Excellent
Structured Elements 652 elements (652 lists, 0 rows, 0 headers)
Total Words2503
Raw Density26.0%

🏷️ Schema Health Docs

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

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

73
AI Extractability
Low
Crawl Cost
None
Blocklist Risk
Extractability73/100 — 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

22%
🗑️ 78%
Useful Content (34.6 KB)Bloat (117.5 KB)
Token Bloat Ratio4.4× — Lean

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage7 / 7 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

15 Entropy
Poor Token Bloat: High
Noise Ratio: 77.2% · SNR: 0.29 · Signal: 8860 / Noise: 30080 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/gemma-3-4b-it-qat-4bit) analyzed the extracted content of nait.ca 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
PRIA is a research partnership focused on developing technologies and methods to reuse and recycle plastic waste, creating a circular
Target Audience
Researchers, engineers, environmental scientists, government agencies, Indigenous communities, and companies involved in plastics recycling and construction materials.
Pricing Model
Project-based funding and partnerships; details not explicitly stated, but involves $10 million over 10 years.
🔗 Integration Partners
APRA (Alberta Plastics Recycling Association)GREENMANTRA TechnologiesMcAsphalt Industries Limited
🏆 Competitive Moat
Unique combination of applied research, industry partnerships, and a focus on developing commercially viable solutions for plastic recycling and circular economy development.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Template comparison pages (flooring tiles)Integration directory pages (Re]Waste Concrete)Annual research update pages
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features
Model: mlx-community/gemma-3-4b-it-qat-4bit · Analyzed: 2026-03-03 · Data extracted from the site’s main content via strict JSON prompting.

🔧 Tech Stack

AI-Readiness Score50/100
ServerMicrosoft-IIS/10.0
CDN
HTTP Status200
Load Time4242 ms
Raw HTML Size152.1 KB
Visible Text Size34.6 KB

Performance & Speed

27/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

4242 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

1952
DOM nodes
152 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → no-cache, no-store, must-revalidate
  • ✗ 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

83/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.nait.ca/sitemap-xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

679
internal links
18
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 73/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for nait.ca
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/nait.ca" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=nait.ca" 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 58 pages · Deep-10

Homepage ACRI
73
Single-page score
-6
Moderate hidden bloat
Δ delta
Site-Wide ACRI
68
Avg across 58 pages · Range 26–85
Topical Cohesion
3%
Topical Drift
TF-IDF cosine similarity
Total Words
96572
Avg Bloat
19.5×
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.nait.ca/applied-research/about/news-media/research-that-delivers
Research that delivers: 5 Applied Research Stories that made a positive change in 2024 - NAIT Applied Research
pricing 85 8.8× 1684 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/nait-launches-membrane-technology-assessment-progr
NAIT launches Membrane Technology Assessment Program to test water treatment technologies - NAIT Applied Research
pricing 85 9.7× 1302 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/transforming-plastic-waste-pria-s-journey-towards
Transforming Plastic Waste: PRIA's Journey Towards a Sustainable Future - NAIT Applied Research
pricing 85 7.6× 1731 💰 Pricing
https://www.nait.ca/nait/about/work-at-nait/applying-for-careers-at-nait
Applying for Careers at NAIT - NAIT
pricing 77 9.8× 3982 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/nait-s-motion-capture-studio-a-game-changing-resou
NAIT’s Motion Capture Studio a game changing resource for Alberta industries - NAIT Applied Research
pricing 72 18.6× 608 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/saskatchewan-polytechnic-helping-build-ev-infrastr
Saskatchewan Polytechnic helping build EV infrastructure on the prairies - NAIT Applied Research
pricing 72 17.2× 676 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/cbc-puts-the-spotlight-on-the-next-generation-(1)
CBC puts the spotlight on the next generation of researchers and projects at NAIT - NAIT Applied Research
pricing 72 17.0× 669 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/telus-world-of-science-edmonton-announces-nait-res
Telus World of Science – Edmonton announces NAIT researcher as their 2023 Science Fellow - NAIT Applied Research
pricing 72 16.6× 695 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/nait-once-again-ranks-in-the-top-10-of-canada-s-to
NAIT once again ranks in the top 10 of Canada’s Top 50 Research Colleges - NAIT Applied Research
pricing 72 17.4× 653 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/studying-post-consumer-plastic-in-cold-climate-asp
Studying post-consumer plastic in cold climate asphalt - NAIT Applied Research
pricing 72 19.6× 576 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/nait-researcher-shares-his-passion-for-science-and
NAIT researcher shares his passion for science and research with the public - NAIT Applied Research
pricing 72 18.1× 625 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/how-a-nait-researcher-is-building-community-around
How a NAIT researcher is building community around tailings pond research - NAIT Applied Research
pricing 72 19.1× 596 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/membrane-innovation-could-be-environmental-gamecha
Membrane Innovation Could Be Environmental Gamechanger - NAIT Applied Research
pricing 72 17.8× 649 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/pilot-project-to-refurbish-solar-panels-before-the
Pilot project to refurbish solar panels before they end up in Alberta landfills - NAIT Applied Research
pricing 72 18.0× 630 💰 Pricing
https://www.nait.ca/applied-research/about/policies
Policies - NAIT Applied Research
pricing 67 11.3× 747 💰 Pricing
https://nait.ca/about
About NAIT - NAIT
pricing 67 14.1× 2687 💰 Pricing
https://www.nait.ca/applied-research/about/centres/tac-sustainable-mining
Technology Access Centre for Sustainable Mining - NAIT Applied Research
pricing 67 12.0× 1234 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/how-to-add-sizzle-to-meat-free-products
How to add 'sizzle' to meat-free products - NAIT Applied Research
pricing 67 20.2× 546 💰 Pricing
https://www.nait.ca/applied-research/about/news-media/heartland-polymers-boasts-about-plastic-projects-r
Heartland Polymers boasts about plastic projects research - NAIT Applied Research
pricing 67 20.2× 558 💰 Pricing
https://www.nait.ca/nait/about/newsroom
Newsroom - NAIT
pricing 67 14.5× 2193 💰 Pricing
Showing 20 of 58 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
/applied-research/ 29 69 0% 16.2× High JS Bloat
/nait/ 25 66 0% 24.4× High JS Bloat
/faq/ 1 67 0% 14.2× High JS Bloat
/ernests/ 1 67 0% 10.6× High JS Bloat
/about/ 1 67 0% 14.1× High JS Bloat
/contact/ 1 67 0% 14.2× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 58 pages
staff.nait.ca ×57
my.nait.ca ×56
facebook.com ×44
linkedin.com ×43
techlifetoday.nait.ca ×34
nait.us1.list-manage.com ×29
nait.us4.list-manage.com ×29
mailchi.mp ×29
🔄 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/nait.ca

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 nait.ca. Compare side-by-side.

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📊 Semantic Share of Voice

How often would an AI cite nait.ca 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 nait.ca. 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": "Nait",
  "url": "https://nait.ca",
  "logo": "https://nait.ca/App_Themes/NAIT.caStyles/shortcuticons/apple-touch-icon.png?v=kP3OL2ax94",
  "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": "Nait",
  "url": "https://nait.ca",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://nait.ca/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 Nait?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Nait does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Nait work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Nait."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for nait.ca:

Current Score
79
Projected Score
95
Improvement
+16 pts
Add Organization schema +6 pts
Add WebSite schema +4 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