The AI-Readiness profile for cst.kookmin.ac.kr is strong: an ACRI of 77/100 places it ahead of 86% of domains in the index. In the infrastructure sector, cst.kookmin.ac.kr outperforms the average (57), 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 5.1× bloat ratio is typical for sites in this tech tier — not wasteful, but streamlining could further boost extractability. Zero schema blocks puts this site at a disadvantage in knowledge graph and AI-answer pipelines that rely on explicit structured data. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.
🧮 Score Transparency — How is this calculated?
📊 ACRI Sub-Scores (AI Readiness Detail)
Why cst.kookmin.ac.kr ranks here
Fastest improvements
- Add basic Organization and WebSite JSON-LD to fix “0 schema blocks” (see Schema Coverage).
- Reduce token bloat (navigation/footer/code) so agents reach your main content faster (see Token Bloat).
- Create an
llms.txtfile 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 →
Traditional SEO
41/100 25 % of Global Score 🟢 High Confidence📝 Title Tag
Optimal range: 30–60 characters for SERP display.
📋 Meta Description
Optimal range: 120–160 characters for snippet control.
🔤 Heading Hierarchy
- ✓ Exactly 1 <h1> tag — found 1
- ✓ Has <h2> headings — found 1
- ✓ <h2> not before <h1>
🔍 Indexability
- ✗ Canonical tag present
- ✓ No noindex directive
- ✗ Meta viewport set
- ✓ HTML lang attribute →
ko - ➖ Hreflang tags — N/A (single language site)
- ✓ Googlebot allowed by robots.txt
🌐 Social / OpenGraph
- ✓ og:title — 국민대학교 과학기술대학
- ✓ og:description — 과학기술대학은 산림환경시스템학과, 임산생명공학과, 나노전자물리학과, 응용화학부, 식품영양학과, 정보보안암호수학과, 융합바이오공학과로 구성되어 있습니다. 본 대학은 과학의 기초이론을 토대로 신성장동력을 창출할 기술을 개발하고 응용할 수 있는 창의적이고도 실용적인 인재의 육성을 목표로 합니다. 또한, 산림자원 분야의 탐구와 연구를 통하여 산림자원의 보존과 효율적이고 균형 있는 이용 개발 및 임업의 진흥촉진 등 임산공업의 발전에 이바지할 전문인력을 육성하고 있습니다. 아울러 본 대학은 학문간 연계체계를 강화하여 핵심과학기술인 IT, NT, BT, ET 분야의 연구 및 교육역량 제고와 함께 폭넓은 교육을 통하여 융복합 분야 및 산림의 생산성 및 공익적 효용을 향상시켜 우리 국토 이용의 극대화 방안을 개발하는데 노력하고 있습니다.
- ✓ og:image — preview
- ✗ 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
81/100 40 % of Global Score 🟢 High ConfidenceThis pillar aggregates citation share, hallucination risk, bot access, schema health, and content extractability. The individual diagnostic sections below contribute to this score.
Is AI lying about your brand? This panel measures how likely LLMs are to hallucinate facts when extracting information from your page.
🤖 Bot Access Matrix
📊 Structure & Information Density Docs
🏷️ Schema Health Docs
Schema Coverage Map
📐 AI Efficiency Metrics Docs
Token Bloat Research
Multimodal Readiness
TDM Rights
🔥 Structural Entropy Check Research
🔬 AI-Crawler Simulation
See your website the way AI crawlers do. CSS stripped, structure labeled, content chunked.
Toggle to "AI Agent View" to see what GPTBot, ClaudeBot, and other AI crawlers actually extract from this page.
AI Answer Preview
NEWSee how AI models summarize your site. Left: your actual content. Right: what the LLM extracts and says about you.
🔧 Tech Stack
Performance & Speed
55/100 20 % of Global Score 🟢 High Confidence⏱️ Time to First Byte
Google considers <200 ms "good". AI crawlers may have even shorter timeouts.
📦 Page Weight
DOM nodes
HTML payload
🗄️ Cache & CDN
- ✓ Cache-Control header →
no-store, no-cache, must-revalidate - ✗ CDN cache status
- ✗ CDN detected
🔬 Tracker Tax
tracker scripts
third-party domains
token overhead
📐 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
70/100 15 % of Global Score 🟢 High Confidence🗺️ Sitemap & Robots
- ✓ Sitemap declared in robots.txt →
https://cst.kookmin.ac.kr/sitemap.xml - ✓ Googlebot allowed
- ✓ GPTBot allowed
- ✓ ClaudeBot allowed
🔗 Linking
internal links
external links
🔒 Security & Trust
- ✗ HSTS header (Strict-Transport-Security)
- ✗ Content-Security-Policy header
- ✓ HTTP status 200 OK (got 200)
♿ Accessibility Signals
- ✓ HTML lang attribute → ko
- ✗ 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 58/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.
<a href="https://seodiff.io/radar/domains/cst.kookmin.ac.kr" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=cst.kookmin.ac.kr" 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.
🔗 Similar infrastructure Sites
Domains with a similar tech stack, industry, and AI readiness profile to cst.kookmin.ac.kr. Compare side-by-side.
| Domain | ACRI | AI Score | Tech Stack | Token Bloat | Schema | |
|---|---|---|---|---|---|---|
| cst.kookmin.ac.kr (this site) | 58 | 77 | Custom / Proprietary | 5.1× | 0 | — |
| getmanufacturers.com | 83 | 86 | Custom / Proprietary | 1.7× | 1 | Compare → |
| scutecila.ro | 83 | 87 | Custom / Proprietary | 5.9× | 3 | Compare → |
| conselho.saude.gov.br | 83 | 86 | Custom / Proprietary | 2.4× | 2 | Compare → |
| workport.co.jp | 83 | 87 | Custom / Proprietary | 3.2× | 3 | Compare → |
| patilanci.bg | 83 | 85 | Custom / Proprietary | 1.9× | 4 | Compare → |
📊 Semantic Share of Voice
How often would an AI cite cst.kookmin.ac.kr 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-PASTEAuto-generated code fixes tailored to cst.kookmin.ac.kr. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "Organization",
"name": "Ac",
"url": "https://cst.kookmin.ac.kr",
"logo": "https://cst.kookmin.ac.kr/images/common/favicon.ico",
"sameAs": []
}
</script>
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "WebSite",
"name": "Ac",
"url": "https://cst.kookmin.ac.kr",
"potentialAction": {
"@type": "SearchAction",
"target": "https://cst.kookmin.ac.kr/search?q={search_term_string}",
"query-input": "required name=search_term_string"
}
}
</script>
<script type="application/ld+json">
{
"@context": "https://schema.org",
"@type": "FAQPage",
"mainEntity": [
{
"@type": "Question",
"name": "What is Ac?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Add your answer here — describe what Ac does in 1-2 sentences."
}
},
{
"@type": "Question",
"name": "How does Ac work?",
"acceptedAnswer": {
"@type": "Answer",
"text": "Explain the key features and how users interact with Ac."
}
}
]
}
</script>
Projected Impact
ROI EST.If you apply the patches above, here's the estimated improvement for cst.kookmin.ac.kr:
*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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