icook.tw 48 D
🛡️ SEO 46 🤖 GEO 74 ⚡ Perf 65 🏗️ Arch 93

icook.tw — Global SEODiff Score 48/100

icook.tw
📊

icook.tw struggles with AI visibility, recording a critical ACRI of 15/100 — AI crawlers face significant hurdles extracting its content. Within the infrastructure vertical, this places icook.tw below the industry average of 57 —, indicating room for competitive improvement. Content is delivered server-side, meaning bots and AI agents can parse the full page without executing JavaScript. A 12.9× bloat ratio is typical for sites in this tech tier — not wasteful, but streamlining could further boost extractability. Structured data coverage is solid at 3 blocks, covering core entities — expanding to include FAQ or Breadcrumb schemas could strengthen the profile further. With limited AI bot access, the domain has reduced visibility across the ecosystem of AI-driven discovery tools.

48
D — Global SEODiff Score
Comprehensive search visibility assessment
Below average — Traditional SEO (46) has the most room for improvement.
🎯 Top Fix: Allow GPTBot + ClaudeBot in robots.txt → lift the score cap
🔬 Automated SEODiff Assessment · Snapshot: Mar 21, 2026 · 📋 API
📈 ACRI Trend 9 snapshots
Feb 23 Mar 21
🔔 Recent AI Indexing Activity
📈 Mar 21 ACRI +1 (61→62)
🔄 Mar 19 Content change detected
📈 Mar 17 ACRI +1 (60→61)
📉 Mar 11 ACRI -1 (61→60)
Does your site score higher than icook.tw?
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)46 × 0.25 = 11.5
🤖 AI Readiness / GEO (40% weight)74 × 0.40 = 29.6
⚡ Performance (20% weight)65 × 0.20 = 13.0
🏗️ Architecture & Trust (15% weight)93 × 0.15 = 13.9
Weighted sum = 11.5 + 29.6 + 13.0 + 13.9
⚠️ Fatal multiplier: All major AI bots blocked → ×0.5
Global SEODiff Score = 48 (D)
🚫
Gatekeeper Rule: Score cannot exceed 15. Both GPTBot and ClaudeBot are blocked in robots.txt. No major AI assistant can cite this site. Allow at least one major AI crawler to lift the cap. See Bot Access →
📊 ACRI Sub-Scores (AI Readiness Detail)
40
Bot Access
avg 92
97
Rendering
avg 93
99
Structure
avg 35
86
Schema
avg 9
75
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 5%
Rank #49533
+63 pts
Gap
AI (ACRI)
Top 67%
Score 15/100

icook.tw 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 icook.tw ranks here

Tech stackCloudflare Pages
RenderingHybrid
Schema coverage3 blocks
Token bloat12.9×

Fastest improvements

  • Allow GPTBot in robots.txt so AI crawlers can access your pages (see Crawl Access).
  • Allow ClaudeBot (many assistants rely on it) — blocking it often correlates with “AI invisibility.”
  • 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

46/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

56 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

237 chars
Too long

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

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

🔍 Indexability

  • ✓ Canonical tag present → https://icook.tw/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → zh-TW
  • ✅ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✗ og:title
  • ✗ og:description
  • ✓ 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

74/100 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 →
icook.tw
62
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)
Blocked
CCBot (Common Crawl)
Blocked
Google-Extended
Allowed
Googlebot
Allowed
💡GPTBot is blocked. To appear in ChatGPT citations, add Allow: / under User-agent: GPTBot in your robots.txt.
💡ClaudeBot is blocked. To be cited by Claude, allow ClaudeBot in 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 99/100 — Excellent
Structured Elements 92 elements (92 lists, 0 rows, 0 headers)
Total Words312
Raw Density29.5%

🏷️ Schema Health Docs

Organization Schema ✅ Present
Product / Service Schema ✅ Present
Total Schema Blocks3 blocks

Schema Coverage Map

4/7 schema types detected
✅ Organization
✅ Product/Service
❌ Breadcrumb
❌ FAQ
❌ Article
✅ WebSite
💡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
Low
Crawl Cost
High
Blocklist Risk
Extractability83/100 — AI models can easily extract answers from this page
Crawl CostLow (30/100) — efficient for AI crawlers to process
Blocklist RiskHigh — 3 of 5 AI crawlers blocked

Token Bloat Research

7%
🗑️ 93%
Useful Content (9.0 KB)Bloat (106.7 KB)
Token Bloat Ratio12.9× — Normal

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage39 / 39 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: 92.3% · SNR: 0.08 · Signal: 2293 / Noise: 27306 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

SEODiff AI analyzed the extracted content of icook.tw 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
The app provides a vast collection of recipes (290,000+) centered around hot pot dumplings, focusing on creative presentations and utilizing frozen ingredients for convenience.
Target Audience
Home cooks, food enthusiasts, and individuals seeking easy and creative recipes, particularly those interested in hot pot cuisine.
Pricing Model
⚠ SEMANTIC VOID
🏆 Competitive Moat
Large recipe database and focus on creative presentation with frozen ingredients.
📊 Content Depth
7/10
🔄 Programmatic SEO Signals
http://laurelhotpot.pixnet.net/blog蛋餃馬鈴薯火鍋濃湯創意紅蘿蔔奶粉
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features
Analyzed by SEODiff AI · 2026-03-02

🔧 Tech Stack

AI-Readiness Score75/100
Servercloudflare
CDNcloudflare
HTTP Status200
Load Time538 ms
Raw HTML Size115.6 KB
Visible Text Size9.0 KB

Performance & Speed

65/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

538 ms
Acceptable — room for improvement

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

📦 Page Weight

845
DOM nodes
116 KB
HTML payload
Moderate weight — acceptable for most scenarios

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=0, private, must-revalidate, no-store
  • ✓ CDN cache status → HIT
  • ✓ CDN detected → cloudflare

🔬 Tracker Tax

1
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

93/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → http://tokyo-kitchen.icook.network/sitemaps/sitemap.xml.gz
  • ✓ Googlebot allowed
  • ✗ GPTBot allowed
  • ✗ ClaudeBot allowed

🔗 Linking

135
internal links
25
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 → zh-TW
  • ✓ 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 62/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for icook.tw
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/icook.tw" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=icook.tw" 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 78 pages · Deep-10

Homepage ACRI
62
Single-page score
-11
Moderate hidden bloat
Δ delta
Site-Wide ACRI
51
Avg across 78 pages · Range 0–59
🔍
Hidden Bloat Detected

Homepage scores 62, but internal pages average only 51 — a -11-point gap. Blogs, docs, and legacy content are dragging down AI readability site-wide.

Total Words
18761
Avg Bloat
92.0×
Page Type ACRI Token Bloat Words Status
https://icook.tw/recipes/14246
自製甜雞醬-月亮蝦餅沾醬 by 力力隨意煮 - 愛料理
other 59 98.6× 325
https://icook.tw/recipes/14242
一點都不苦的刈菜雞湯! by Tatar Shih - 愛料理
other 59 97.8× 311
https://icook.tw/recipes/14228
品靚烘焙-檸檬杯子小蛋糕 by 品靚上菜 PJ Cook - 愛料理
other 59 103.7× 310
https://icook.tw/recipes/14219
好蕾絲上菜--超簡單親子巧克力杯子蛋糕 by Abby Huang - 愛料理
other 59 119.1× 260
https://icook.tw/recipes/14212
英式鬆餅 scone by Ciel - 愛料理
other 59 102.7× 297
https://icook.tw/recipes/14206
♥我的手作料理♥辣醬香根土豆絲 by Sakura的手作料理 - 愛料理
other 59 99.2× 240
https://icook.tw/recipes/14235
清爽的冬瓜排骨湯 by Linda Chao - 愛料理
other 59 108.2× 239
https://icook.tw/recipes/14194
柳橙焦糖釀草莓 by Yogi - 愛料理
other 59 94.7× 262
https://icook.tw/recipes/14193
[鬆餅粉食譜]小烤箱小幸福---肉桂蘋果鬆糕 by 脳 - 愛料理
other 59 107.6× 246
https://icook.tw/recipes/14197
品靚上菜-鹽酥蝦 by 品靚上菜 PJ Cook - 愛料理
other 59 103.1× 244
https://icook.tw/recipes/14192
減肥餐-豆漿雞肉鍋 by Amanda Lee - 愛料理
other 59 94.9× 291
https://icook.tw/recipes/14187
醬燒苦瓜 by 娃媽 - 愛料理
other 59 97.4× 299
https://icook.tw/recipes/14181
在家也可以自己做的月亮蝦餅 by 力力隨意煮 - 愛料理
other 59 101.0× 317
https://icook.tw/recipes/14180
❤愛心蛋烤土司❤ 獻上我的小小心意 by Amber Chang - 愛料理
other 59 96.5× 302
https://icook.tw/recipes/14177
適合台灣人瘦身用的台式生菜沙拉 by 周詠珵 - 愛料理
other 59 97.2× 310
https://icook.tw/recipes/14175
油爆蒜香蝦 by Linda Chao - 愛料理
other 59 107.4× 223
https://icook.tw/recipes/14176
意外配出好滋味-杏鮑菇麻油麵線(2人份) by Annila Yang - 愛料理
other 59 95.0× 312
https://icook.tw/recipes/14171
[地獄料理]愛心眼球便當 by Monnika Zeil - 愛料理
other 59 89.6× 302
https://icook.tw/recipes/14170
好蕾絲上菜--老饕最愛:古早味白鯧米粉湯 by Abby Huang - 愛料理
other 59 102.4× 307
https://icook.tw/recipes/14165
品靚上菜-蝦仁蛋炒飯 by 品靚上菜 PJ Cook - 愛料理
other 59 102.2× 305
Showing 20 of 78 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
/recipes/ 65 58 0% 103.0× High JS Bloat
/case-studies/ 1 0 0% 0.0× Low AI Readiness
/docs/ 1 0 0% 0.0× Low AI Readiness
/contact/ 1 0 0% 0.0× Low AI Readiness
/about/ 1 0 0% 0.0× Low AI Readiness
/pricing/ 1 0 0% 0.0× Low AI Readiness
/faq/ 1 0 0% 0.0× Low AI Readiness
/blog/ 1 0 0% 0.0× Low AI Readiness
/features/ 1 0 0% 0.0× Low AI Readiness
/campaigns/ 1 57 0% 44.1× High JS Bloat
/products/ 1 57 0% 110.4× High JS Bloat
/vip/ 1 52 0% 60.9× High JS Bloat
/brands/ 1 34 0% 266.7× High JS Bloat
/integrations/ 1 0 0% 0.0× Low AI Readiness
🔗
Outbound External Citations
0 unique external domains cited across 78 pages
play.google.com ×69
twitter.com ×69
businessinsider.tw ×69
instagram.com ×69
inside.com.tw ×69
tnlmediagene.com ×69
sportsv.net ×69
market.icook.tw ×69
🔄 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/icook.tw

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 icook.tw. Compare side-by-side.

Domain ACRI AI Score Tech Stack Token Bloat Schema
icook.tw (this site) 62 15 Cloudflare Pages 12.9× 3
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📊 Semantic Share of Voice

How often would an AI cite icook.tw 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 icook.tw. Copy and paste these into your codebase to improve AI visibility. These patches are mathematically proven to increase extraction accuracy →

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: /
Allow ClaudeBot in robots.txt
Medium Impact ⏱ 2 min
ClaudeBot is restricted — Claude may not be able to cite your content. Many AI assistants rely on it.
text
User-agent: ClaudeBot
Allow: /

User-agent: anthropic-ai
Allow: /
Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 7% 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 Icook?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Icook does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Icook work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Icook."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for icook.tw:

Current Score
15
Projected Score
36
Improvement
+21 pts
Allow GPTBot +8 pts
Allow ClaudeBot +5 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?
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