chosun.com 43 D
🛡️ SEO 33 🤖 GEO 52 ⚡ Perf 11 🏗️ Arch 76

chosun.com — Global SEODiff Score 43/100

chosun.com
📊

The AI-Readiness score for chosun.com is 60/100 — a middling result that leaves significant room to climb the Radar rankings. In the infrastructure sector, chosun.com outperforms the average (57), 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. A 28.5× token bloat ratio means crawlers must process significantly more tokens to reach the actual content — a drag on extraction efficiency. No structured data was detected, which means AI systems must infer all entities and relationships from raw HTML alone. Some AI crawlers are permitted while others are blocked — a mixed robots.txt policy that limits visibility in certain AI ecosystems.

43
D — Global SEODiff Score
Comprehensive search visibility assessment
Below average — Performance (11) has the most room for improvement.
🎯 Top Fix: Reduce token bloat (28×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 20, 2026 · 📋 API
📈 ACRI Trend 28 snapshots
Feb 22 Mar 20
🔔 Recent AI Indexing Activity
🔄 Mar 10 Content change detected
Does your site score higher than chosun.com?
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)33 × 0.25 = 8.2
🤖 AI Readiness / GEO (40% weight)52 × 0.40 = 20.8
⚡ Performance (20% weight)11 × 0.20 = 2.2
🏗️ Architecture & Trust (15% weight)76 × 0.15 = 11.4
Weighted sum = 8.2 + 20.8 + 2.2 + 11.4
Global SEODiff Score = 43 (D)
📊 ACRI Sub-Scores (AI Readiness Detail)
80
Bot Access
avg 92
97
Rendering
avg 93
35
Structure
avg 35
0
Schema
avg 9
50
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 0.4%
Rank #3806
+52 pts
Gap
AI (ACRI)
Top 52%
Score 60/100

chosun.com punches above its weight in AI — AI visibility exceeds Google ranking. This is a competitive moat worth protecting. ACRI measures technical crawler readiness. Read the methodology →

Why chosun.com ranks here

Tech stackCustom / Proprietary
RenderingHybrid
Schema coverage0 blocks
Token bloat28.5×

Fastest improvements

  • Allow GPTBot in robots.txt so AI crawlers can access your pages (see Crawl Access).
  • 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.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

33/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

35 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

215 chars
Too long

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

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

🔍 Indexability

  • ✓ Canonical tag present → https://www.chosun.com
  • ✓ 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 — 조선일보 - 1등 디지털뉴스
  • ✓ og:description — 국내 최초의 온라인 뉴스서비스 조선닷컴은 국내 최고 언론사인 조선일보의 오피니언, 정치, 사회, 경제, 국제, 스포츠, 문화 뉴스를 빠르고 정확하게 제공합니다.
  • ✓ 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

52/100 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 infrastructure sector, safely.co.jp (ACRI: 90) 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 →
chosun.com
40
Your ACRI Score
90
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. safely.co.jp has schema coverage of 3 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)
Blocked
ClaudeBot (Anthropic)
Allowed
CCBot (Common Crawl)
Allowed
Google-Extended
Allowed
Googlebot
Allowed
💡GPTBot is blocked. To appear in ChatGPT citations, add Allow: / under User-agent: GPTBot in your robots.txt.

👻 Rendering (Ghost Ratio) Docs

Ghost Ratio 10%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type Hybrid

📊 Structure & Information Density Docs

Structure Grade 35/100 — Low
Structured Elements 434 elements (434 lists, 0 rows, 0 headers)
Total Words11988
Raw Density3.6%
💡Low structure score (35/100). Your content appears as a wall of text with few structured HTML elements. You have 434 list items, 0 table rows, 0 table headers. Convert features into <ul> lists and data into <table> elements to help AI models extract structured information.

🏷️ 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

38
AI Extractability
High
Crawl Cost
Low
Blocklist Risk
Extractability38/100 — AI models can barely extract answers from this page
Crawl CostHigh (95/100) — expensive for AI crawlers to process
Blocklist RiskLow — 1 of 5 AI crawlers blocked

Token Bloat Research

3%
🗑️ 97%
Useful Content (110.7 KB)Bloat (3040.4 KB)
Token Bloat Ratio28.5× — Heavy

Multimodal Readiness

Visual Context0% Optimized for Vision
Image Alt Coverage0 / 108 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 3151.1 KB, but only 110.7 KB is text. 3% useful / 97% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (28.5×) risks context-window truncation by ChatGPT, Claude, and Gemini. Reduce inline scripts, CSS, hydration payloads, and tracking code.
💡Only 0% of images have alt text. Add descriptive alt attributes so multimodal AI (ChatGPT Vision) can understand your images.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 96.5% · SNR: 0.04 · Signal: 28340 / Noise: 778342 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…

🔧 Tech Stack

AI-Readiness Score50/100
Serveropenresty
CDN
HTTP Status200
Load Time2601 ms
Raw HTML Size3151.1 KB
Visible Text Size110.7 KB

Performance & Speed

11/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

2601 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

22320
DOM nodes
3151 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✓ Cache-Control header → private, max-age=60
  • ✗ 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

76/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.chosun.com/arc/outboundfeeds/news-sitemap/?outputType=xml
  • ✓ Googlebot allowed
  • ✗ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

2475
internal links
39
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 → 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 40/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for chosun.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/chosun.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=chosun.com" 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 214 pages · Deep-10

Homepage ACRI
40
Single-page score
-13
Moderate hidden bloat
Δ delta
Site-Wide ACRI
28
Avg across 214 pages · Range 0–30
🔍
Hidden Bloat Detected

Homepage scores 40, but internal pages average only 28 — a -13-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Topical Cohesion
2%
Topical Drift
TF-IDF cosine similarity
Total Words
1753
Avg Bloat
3954.3×
Page Type ACRI Token Bloat Words Status
https://www.chosun.com/sports/2026/03/01/OWFVHRNVEJGMHFQKQAAIQGXNWA/
‘배추보이’ 이상호, 스노보드 월드컵 폴란드 대회 준우승…김상겸 28위
other 30 3934.1× 8
https://www.chosun.com/entertainments/entertain_photo/2026/03/01/GFRGMNRZMMZTOZDEG5TDAMRQMY/
[사진]알파드라이브원 상현, 심쿵 하트
other 30 7002.5× 4
https://www.chosun.com/economy/tech_it/2026/03/01/XKTFGZSNF5CUFOVDBLNBHQUIGE/
[MWC2026] “풀스택부터 사람 중심까지” 통신 3사, 바르셀로나서 AI 패권 경쟁
other 30 3470.8× 10
https://www.chosun.com/english/sports-en/2026/03/01/QC6B3IFVOVCJHAQS26W2JKIJUE/
Doosan Bears' 19-Year-Old Rookie Charms Manager with Bold Smile
other 30 3654.7× 9
https://www.chosun.com/english/kpop-culture-en/2026/03/01/DZX5ZJAXGRASRP7URTIN7Z4Q6A/
IVE Claims Triple Crown with 'Bang Bang'
other 30 4357.4× 7
https://www.chosun.com/english/kpop-culture-en/2026/03/01/LONQVHHFURBUJHRGL5ISJWXG2E/
Sunsunhee Jihwan's 'Even If I Close My Eyes' Tops Charts
other 30 2993.2× 10
https://www.chosun.com/sports/baseball/2026/03/01/GZTGEZBXGM3DANBYHBSDKMRTGU/
‘두산 라이온즈’부터 심상치 않았다…19세 신인, 감독도 사로잡는 마성의 매력 “날 보면 생글생글 웃더라, 매력 있어” [오!쎈 미야자키]
other 30 1933.7× 17
https://www.chosun.com/entertainments/music/2026/03/01/G5RDMNJYMI4GEZRUMY2DCOLDMY/
순순희 지환, ‘눈을 감아도’ 일간 음원·벨소리 1위
other 30 4078.1× 7
https://www.chosun.com/entertainments/music/2026/03/01/GIYTOZBQMJQTOMJZMQ2TEOJSGY/
아이브, '뱅뱅' 제대로 통했다..음방 3관왕 속 신드롬ing
other 30 4150.5× 7
https://www.chosun.com/english/industry-en/2026/03/01/AT22TFZIDFCGRB4W64CD3HQLWQ/
Korean Pharma Expands into Vietnam, Brazil, India Markets
pricing 30 4055.8× 8 💰 Pricing
https://www.chosun.com/english/kpop-culture-en/2026/03/01/MKRG5AXZ2RDCTPDBARTC2Z7NE4/
Kongbang Family's Hostile Clash Escalates in 'Family Hell' Episode
other 30 2984.5× 9
https://www.chosun.com/english/national-en/2026/03/01/PDET5OKIVJGKBILLWKT7WDJTTI/
Money Tree Brings 1 Billion Won Lottery Win
pricing 30 3044.3× 8 💰 Pricing
https://www.chosun.com/english/sports-en/2026/03/01/FPD55LYH7BGAHDXD3SIKCOR6BM/
LG Twins Debut Lee-Cheon Lineup in First Practice Game
pricing 30 3354.9× 9 💰 Pricing
https://www.chosun.com/national/national_general/2026/03/01/ZDSPK73OYVC37PL4NQ2JNBQFNE/
쑥쑥 큰 돈나무 덕에…복권 10억 터졌다
other 30 8613.5× 6
https://www.chosun.com/economy/science/2026/03/01/MVRWCYZVGBTDMZDEMJQTGMRWGU/
베트남, 브라질, 인도…‘기회의 땅’ 찾는 K제약·바이오
other 30 5580.4× 6
https://www.chosun.com/entertainments/broadcast/2026/03/01/HBRDCNZYMY3TEMLFGM3DCMBVMI/
김재환, 제대 후 첫 브이로그 오픈…의외의 유연함 발견
other 30 3537.9× 8
https://www.chosun.com/sports/world-football/2026/03/01/GEYDKMBYMVSTSOBTMMYWIZDEGY/
미쳤다! 이강인, 시즌 4호+결승골 도움 폭발! '2경기 연속 선발+기회 창출 3회+평점 8'...PSG, 르 아브르에 1-0 승 '선두 질주'
other 30 1882.5× 18
https://www.chosun.com/english/sports-en/2026/03/01/PRWK7AMQCRFCPHXJ6E4EWXIH6I/
Seol Young-woo Likely to Join Eintracht Frankfurt
pricing 30 4315.5× 7 💰 Pricing
https://www.chosun.com/entertainments/broadcast/2026/03/01/GE4TAOJTGU3GEMLEMQ4WKNRQME/
"이따 좀 맞자 XX" 언니 향한 SNS 욕설+저격글..모친, 촬영 거부 (가족지옥)
other 30 2621.6× 11
https://www.chosun.com/english/kpop-culture-en/2026/03/01/2ECKQBILDRCZRHOUTNMFUPINQU/
Kim Jaehwan Releases First Post-Discharge Vlog, Tackles Yoga
pricing 30 3250.9× 8 💰 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
/english/ 81 30 1% 3424.5× Bot Blocked
/entertainments/ 41 30 1% 5361.3× Bot Blocked
/sports/ 40 30 1% 4296.1× Bot Blocked
/international/ 27 30 1% 4862.8× Bot Blocked
/economy/ 7 30 1% 4833.8× Bot Blocked
/docs/ 1 0 0% 0.0× Low AI Readiness
/api/ 1 0 0% 0.0× Low AI Readiness
/features/ 1 0 0% 0.0× Low AI Readiness
/politics/ 1 30 1% 3426.4× Bot Blocked
/help/ 1 0 0% 0.0× Low AI Readiness
/about/ 1 0 0% 0.0× Low AI Readiness
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
/solutions/ 1 0 0% 0.0× Low AI Readiness
/products/ 1 0 0% 0.0× Low AI Readiness
🔄 Re-Crawl & Update 📡 Track this Domain

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🔌 API Access

Pull this data programmatically. All sub-page metrics are available via our public API.

curl https://seodiff.io/api/v1/deep10/domain/chosun.com

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📊 Semantic Share of Voice

How often would an AI cite chosun.com 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 chosun.com. 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": "Chosun",
  "url": "https://chosun.com",
  "logo": "https://chosun.com/pf/resources/icons/favicon_chosun.png?d=2194",
  "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": "Chosun",
  "url": "https://chosun.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://chosun.com/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
Allow GPTBot in robots.txt
High Impact ⏱ 2 min
GPTBot is blocked — your content cannot appear in ChatGPT citations. Add this to your robots.txt:
text
User-agent: GPTBot
Allow: /

User-agent: ChatGPT-User
Allow: /
Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 3% 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 Chosun?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Chosun does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Chosun work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Chosun."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for chosun.com:

Current Score
60
Projected Score
86
Improvement
+26 pts
Allow GPTBot +8 pts
Add Organization schema +6 pts
Add WebSite schema +4 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?
Run a free deep audit to diagnose crawled-not-indexed, soft 404s, redirect errors, and more.
Free Deep Audit → GSC Error Guide →