mamap.co.kr 70 B
🛡️ SEO 55 🤖 GEO 88 ⚡ Perf 52 🏗️ Arch 74

mamap.co.kr — Global SEODiff Score 70/100

mamap.co.kr
📊

Registering an exceptional 87/100 on the AI-Crawler Reality Index, mamap.co.kr sits in the highest tier of AI extractability among indexed domains. Compared to other infrastructure sites (avg score: 58), mamap.co.kr performs above the benchmark, 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. With a 4.2× bloat ratio, the page delivers its content without excessive boilerplate, giving AI systems a clean extraction path. Structured data coverage is solid at 2 blocks, covering core entities — expanding to include FAQ or Breadcrumb schemas could strengthen the profile further. Robots.txt grants unrestricted access to the key AI user-agents, which is the strongest starting position for AI visibility.

70
B — Global SEODiff Score
Comprehensive search visibility assessment
Strong foundations, but Performance (52) is your bottleneck.
🎯 Top Fix: Add HSTS header → +2 pts
🔬 Automated SEODiff Assessment · Snapshot: Feb 27, 2026 · 📋 API
📈 ACRI Trend 4 snapshots
Feb 24 Feb 27
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than mamap.co.kr?
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)55 × 0.25 = 13.8
🤖 AI Readiness / GEO (40% weight)88 × 0.40 = 35.2
⚡ Performance (20% weight)52 × 0.20 = 10.4
🏗️ Architecture & Trust (15% weight)74 × 0.15 = 11.1
Weighted sum = 13.8 + 35.2 + 10.4 + 11.1
Global SEODiff Score = 70 (B)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
99
Rendering
avg 93
91
Structure
avg 36
44
Schema
avg 9
75
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 39%
Rank #385494
-37 pts
Gap
AI (ACRI)
Top 1%
Score 87/100

mamap.co.kr ranks much higher on Google (Tranco Top 39%) than in AI search (Top 1%). This is the 'Visibility Gap' pattern — implementing the recommendations above can help close the AI gap. ACRI measures technical crawler readiness. Read the methodology →

Why mamap.co.kr ranks here

Tech stackCloudflare Pages
RenderingSSR
Schema coverage2 blocks
Token bloat4.2×

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

55/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

65 chars
Too long

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

141 chars
Good length

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://mamap.co.kr/?gad_campaignid=22709475068&gad_source=1&gbraid=0AAAABAHc3MkQWeHEixCVAwSH8WNw7Ghx2&gclid=EAIaIQobChMI18m-qbr6kgMVan0PAh0NgRc0EAAYASAAEgLrJPD_BwE
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → ko
  • ✓ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — 마사지맵 - 내주변 마사지 최저가 검색 예약 어플
  • ✓ og:description — 마사지맵은 내주변 인기 마사지샵을 최저가로 검색해주는 대한민국 최대 마사지예약 검색 플랫폼 입니다.
  • ✓ 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

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 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 →
mamap.co.kr
77
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)
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 91/100 — Excellent
Structured Elements 543 elements (151 lists, 392 rows, 0 headers)
Total Words2176
Raw Density25.0%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks2 block(s) — Basic (low value for AI)

Schema Coverage Map

2/7 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.
💡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.

📐 AI Efficiency Metrics Docs

83
AI Extractability
Medium
Crawl Cost
None
Blocklist Risk
Extractability83/100 — AI models can easily extract answers from this page
Crawl CostMedium (50/100) — moderate for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

23%
🗑️ 77%
Useful Content (51.2 KB)Bloat (163.4 KB)
Token Bloat Ratio4.2× — Lean

Multimodal Readiness

Visual Context49% Optimized for Vision
Image Alt Coverage131 / 269 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Only 49% of images have alt text. Add descriptive alt attributes so multimodal AI (ChatGPT Vision) can understand your images.

🔥 Structural Entropy Check Research

20 Entropy
Poor Token Bloat: High
Noise Ratio: 76.2% · SNR: 0.31 · Signal: 13098 / Noise: 41843 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 mamap.co.kr 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
내주변 마사지샵 최저가 검색 및 예약
Target Audience
마사지 서비스를 찾는 일반 고객
Pricing Model
무료 앱, 수수료 수익 모델
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

AI-Readiness Score75/100
Servercloudflare
CDNcloudflare
HTTP Status200
Load Time929 ms
Raw HTML Size214.6 KB
Visible Text Size51.2 KB

Performance & Speed

52/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

929 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

2982
DOM nodes
215 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → no-cache
  • ✓ CDN cache status → DYNAMIC
  • ✓ CDN detected → cloudflare

🔬 Tracker Tax

2
tracker scripts
1
third-party domains
0.0%
token overhead
Minimal tracker load — clean signal for bots
googletagmanager.com
📐 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

74/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://mamap.co.kr/sitemap.xml
  • ✓ Googlebot allowed
  • ✓ GPTBot allowed
  • ✓ ClaudeBot allowed

🔗 Linking

137
internal links
2
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 77/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for mamap.co.kr
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/mamap.co.kr" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=mamap.co.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.

� Deep Crawl Analysis 1001 pages · Deep-10

Homepage ACRI
77
Single-page score
-32
Severe hidden bloat
Δ delta
Site-Wide ACRI
45
Avg across 1001 pages · Range 23–75
🔍
Hidden Bloat Detected

Homepage scores 77, but internal pages average only 45 — a -32-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Total Words
439741
Avg Bloat
51.9×
Page Type ACRI Token Bloat Words Status
https://mamap.co.kr/faq
마사지맵 - FAQ
pricing 75 14.8× 715 💰 Pricing
https://mamap.co.kr/girl
마사지맵 - 여성전용 마사지 예약 어플
pricing 75 16.7× 2466 💰 Pricing
https://mamap.co.kr/list/dist/경기/의왕시/청계동?c_x=126.9960392&c_y=37.3885389
의왕,포일동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 50.3× 615 💰 Pricing
https://mamap.co.kr/list/dist/경기/의왕시/포일동?c_x=126.9878625&c_y=37.3937904
의왕,포일동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 50.6× 671 💰 Pricing
https://mamap.co.kr/list/dist/경기/의정부시/금오동?c_x=127.0664&c_y=37.7572
의정부,금오동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 52.1× 575 💰 Pricing
https://mamap.co.kr/list/dist/경기/의정부시/신곡동?c_x=127.0567956&c_y=37.7315413
의정부,신곡동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 52.9× 580 💰 Pricing
https://mamap.co.kr/list/dist/경기/의정부시/용현동?c_x=127.0807&c_y=37.7315
의정부,용현동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 52.1× 554 💰 Pricing
https://mamap.co.kr/list/dist/경기/의정부시/장암동?c_x=127.0542544&c_y=37.7264068
의정부,장암동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 53.0× 564 💰 Pricing
https://mamap.co.kr/list/dist/경기/파주시/당하동?c_x=126.7450189&c_y=37.7429693
파주,당하동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 53.2× 503 💰 Pricing
https://mamap.co.kr/list/dist/경기/파주시/목동동?c_x=126.7332023&c_y=37.725367
파주,목동동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 52.3× 526 💰 Pricing
https://mamap.co.kr/list/dist/경기/파주시/상지석동?c_x=126.7812&c_y=37.729018
파주,상지석동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 52.8× 515 💰 Pricing
https://mamap.co.kr/list/dist/경기/파주시/야당동?c_x=126.7611175&c_y=37.7155532
파주,야당동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 52.3× 579 💰 Pricing
https://mamap.co.kr/list/dist/경기/파주시/와동동?c_x=126.758773&c_y=37.7365
파주,와동동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 53.1× 546 💰 Pricing
https://mamap.co.kr/list/dist/경기/평택시/동삭동?c_x=127.0965&c_y=37.0152
평택,동삭동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 50.8× 542 💰 Pricing
https://mamap.co.kr/list/dist/경기/평택시/모곡동?c_x=127.0777&c_y=37.0334
평택,모곡동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 53.6× 530 💰 Pricing
https://mamap.co.kr/list/dist/경기/평택시/비전동?c_x=127.1022&c_y=37.0026
평택,비전동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 50.6× 560 💰 Pricing
https://mamap.co.kr/list/dist/경기/평택시/서정동?c_x=127.054675&c_y=37.0677833
평택,서정동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 52.0× 594 💰 Pricing
https://mamap.co.kr/list/dist/경기/평택시/이충동?c_x=127.0689&c_y=37.0594
평택,이충동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 52.4× 574 💰 Pricing
https://mamap.co.kr/list/dist/경기/평택시/장당동?c_x=127.0605304&c_y=37.0474562
평택,장당동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 51.5× 640 💰 Pricing
https://mamap.co.kr/list/dist/경기/평택시/지제동?c_x=127.0669&c_y=37.018
평택,지제동 마사지 최저가 검색 예약 어플 - 마사지맵
pricing 56 52.7× 545 💰 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
/list/ 498 52 0% 51.6× High JS Bloat
/faq/ 1 75 0% 14.8× High JS Bloat
/girl/ 1 75 0% 16.7× High JS Bloat
🔄 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/mamap.co.kr

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 mamap.co.kr. Compare side-by-side.

Domain ACRI AI Score Tech Stack Token Bloat Schema
mamap.co.kr (this site) 77 87 Cloudflare Pages 4.2× 2
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driphydration.com 86 95 WordPress 1.9× 2 Compare →
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📊 Semantic Share of Voice

How often would an AI cite mamap.co.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-PASTE

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

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 Co?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Co does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Co work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Co."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for mamap.co.kr:

Current Score
87
Projected Score
93
Improvement
+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