citroen.com 28 F
🛡️ SEO 0 🤖 GEO 72 ⚡ Perf 74 🏗️ Arch 76

citroen.com — Global SEODiff Score 28/100

citroen.com
📊

The AI-Readiness score for citroen.com stands at a concerning 15/100, placing it among the least AI-accessible sites in the index. Server-side rendering keeps the ghost ratio near zero, giving AI systems direct access to all visible content. With a 3.3× bloat ratio, the page delivers its content without excessive boilerplate, giving AI systems a clean extraction path. No structured data was detected, which means AI systems must infer all entities and relationships from raw HTML alone. A full AI bot restriction means AI-powered search and answer engines cannot currently crawl and index this domain's content.

28
F — Global SEODiff Score
Comprehensive search visibility assessment
Significant improvement opportunities. Start with Traditional SEO (0).
🎯 Top Fix: Allow GPTBot + ClaudeBot in robots.txt → lift the score cap
🔬 Automated SEODiff Assessment · Snapshot: Mar 19, 2026 · 📋 API
📈 ACRI Trend 4 snapshots
Mar 6 Mar 19
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than citroen.com?
Run the same 40-signal audit on your own domain — free, instant results.
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🧮 Score Transparency — How is this calculated?
🛡️ Traditional SEO (25% weight)0 × 0.25 = 0.0
🤖 AI Readiness / GEO (40% weight)72 × 0.40 = 28.8
⚡ Performance (20% weight)74 × 0.20 = 14.8
🏗️ Architecture & Trust (15% weight)76 × 0.15 = 11.4
Weighted sum = 0.0 + 28.8 + 14.8 + 11.4
⚠️ Fatal multiplier: All major AI bots blocked → ×0.5
Global SEODiff Score = 28 (F)
🚫
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)
0
Bot Access
avg 92
99
Rendering
avg 93
100
Structure
avg 35
0
Schema
avg 9
50
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 7%
Rank #65152
+61 pts
Gap
AI (ACRI)
Top 67%
Score 15/100

citroen.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 citroen.com ranks here

Tech stackCustom / Proprietary
Industry
RenderingSSR
Schema coverage0 blocks
Token bloat3.3×

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.”
  • Add basic Organization and WebSite JSON-LD to fix “0 schema blocks” (see Schema Coverage).
  • 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

0/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

50 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

212 chars
Too long

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 → http://www.citroen.com/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → fr
  • ➖ Hreflang tags — N/A (single language site)
  • ✗ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — Citroën.com, le site International de Citroën JJ
  • ✓ og:description — Citroën.com est le site International de Citroën. Il permet de découvrir l'univers de la Marque (Business, Racing, ... ), de consulter ses actualités et d'accéder au site des pays où Citroën est implanté.
  • ✓ 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

72/100 40 % of Global Score 🟡 Medium Confidence

This pillar aggregates citation share, hallucination risk, bot access, schema health, and content extractability. The individual diagnostic sections below contribute to this score.

🚨

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
Blocked
Googlebot
Blocked
💡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 5%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 100/100 — Excellent
Structured Elements 109 elements (109 lists, 0 rows, 0 headers)
Total Words193
Raw Density56.5%

🏷️ 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

75
AI Extractability
Low
Crawl Cost
Critical
Blocklist Risk
Extractability75/100 — AI models can easily extract answers from this page
Crawl CostLow (30/100) — efficient for AI crawlers to process
Blocklist RiskCritical — 5 of 5 AI crawlers blocked

Token Bloat Research

30%
🗑️ 70%
Useful Content (17.7 KB)Bloat (41.2 KB)
Token Bloat Ratio3.3× — Lean

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage1 / 1 images have alt text

TDM Rights

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

🔥 Structural Entropy Check Research

43 Entropy
Fair Token Bloat: Medium
Noise Ratio: 70.0% · SNR: 0.43 · Signal: 4526 / Noise: 10542 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 citroen.com 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 Citroën ConnectedCAM® application provides a mobile platform for Citroën vehicle owners to access and manage data from their connected
Target Audience
Citroën vehicle owners, specifically those with compatible vehicles and smartphones, aged 18 or older.
Pricing Model
Free to download, with potential mobile data charges incurred by the user's service provider.
🏆 Competitive Moat
Integration with Citroën ConnectedCAM® and vehicle data, providing a unique and controlled ecosystem for Citroën vehicle users.
📊 Content Depth
5/10
🔄 Programmatic SEO Signals
Template comparison pagesIntegration directory pages
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features
• Potential data loss/corruption due to reliance on smartphone storage
Analyzed by SEODiff AI · 2026-03-03

🔧 Tech Stack

AI-Readiness Score50/100
ServerApache
CDN
HTTP Status200
Load Time861 ms
Raw HTML Size58.9 KB
Visible Text Size17.7 KB

Performance & Speed

74/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

861 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

396
DOM nodes
59 KB
HTML payload
Lean page — fast for bots and users

🗄️ Cache & CDN

  • ✓ Cache-Control header → max-age=0, must-revalidate, private
  • ✗ 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 → http://exemple.com/sitemap.xml
  • ✗ Googlebot allowed
  • ✗ GPTBot allowed
  • ✗ ClaudeBot allowed

🔗 Linking

28
internal links
78
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 → fr
  • ✓ 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 53/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for citroen.com
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/citroen.com" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=citroen.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 67 pages · Deep-10

Homepage ACRI
53
Single-page score
+14
Subpages outperform homepage
Δ delta
Site-Wide ACRI
67
Avg across 67 pages · Range 0–87
Topical Cohesion
5%
Topical Drift
TF-IDF cosine similarity
Total Words
152628
Avg Bloat
12.7×
Page Type ACRI Token Bloat Words Status
http://www.citroen.com/cgu-connectedcam-al-sq
CGU ConnectedCAM AL
other 87 1.7× 4958
http://www.citroen.com/cgu-connectedcam-en-au
CGU ConnectedCAM AU
other 87 1.8× 4791
http://www.citroen.com/cgu-connectedcam-fr-ci
CGU ConnectedCAM CI
other 87 1.8× 4837
http://www.citroen.com/cgu-connectedcam-en-ie
CGU ConnectedCAM IE
other 87 1.8× 5085
http://www.citroen.com/cgu-connectedcam-ar-il
CGU ConnectedCAM IL
other 87 1.9× 4837
http://www.citroen.com/cgu-connectedcam-lv-lv
CGU ConnectedCAM LV
other 87 1.8× 4837
http://www.citroen.com/cgu-connectedcam-ar-jo
CGU ConnectedCAM JO
other 87 1.8× 4837
http://www.citroen.com/cgu-connectedcam-sr-yk
CGU ConnectedCAM YK
other 87 1.8× 5005
http://www.citroen.com/cgu-connectedcam-ar-ma
CGU ConnectedCAM MA
other 87 1.9× 4837
http://www.citroen.com/cgu-connectedcam-fr-mg
CGU ConnectedCAM MG
other 87 1.9× 4837
http://www.citroen.com/cgu-connectedcam-mk-mk
CGU ConnectedCAM MK
other 87 1.8× 5004
http://www.citroen.com/cgu-connectedcam-fr-mu
CGU ConnectedCAM MU
other 87 1.9× 4837
http://www.citroen.com/cgu-connectedcam-es-me
CGU ConnectedCAM ME
other 87 1.8× 5004
http://www.citroen.com/cgu-connectedcam-en-nz
CGU ConnectedCAM NZ
other 87 1.9× 4837
http://www.citroen.com/cgu-connectedcam-ar-ps
CGU ConnectedCAM PS
other 87 1.9× 4835
http://www.citroen.com/cgu-connectedcam-ro-ro
CGU ConnectedCAM RO
other 87 1.7× 4926
http://www.citroen.com/cgu-scanmycitroen-jp
CGU Scan MyCitroën jp
other 82 2.8× 1649
http://www.citroen.com/cgu-scanmycitroen-is
CGU Scan MyCitroën is
other 82 2.8× 1653
http://www.citroen.com/cgu-scanmycitroen-uk
CGU Scan MyCitroën uk
other 82 2.7× 1649
http://www.citroen.com/cgu-scanmycitroen-kr
CGU Scan MyCitroën kr
other 82 2.8× 1650
Showing 20 of 67 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
/pages/ 3 58 0% 181.8× High JS Bloat
/cgu-connectedcam-en-ie/ 1 87 0% 1.9× Healthy
/cgu-connectedcam-fr-be/ 1 82 0% 2.9× Healthy
/blog/ 1 0 0% 0.0× Low AI Readiness
/cgu-connectedcam-lv-lv/ 1 87 0% 1.9× Healthy
/cgu-connectedcam-ar-jo/ 1 87 0% 1.9× Healthy
/cgu-connectedcam-ar-ma/ 1 87 0% 1.9× Healthy
/cgu-connectedcam-es-me/ 1 87 0% 1.8× Healthy
/cgu-connectedcam-fi-fi/ 1 82 0% 3.9× Healthy
/cgu-connectedcam-hu-hu/ 1 82 0% 3.7× Healthy
/cgu-connectedcam-es-gt/ 1 82 0% 2.6× Healthy
/cgu-connectedcam-nl-nl/ 1 82 0% 2.6× Healthy
/about/ 1 0 0% 0.0× Low AI Readiness
/cgu-connectedcam-ar-il/ 1 87 0% 1.9× Healthy
/cgu-connectedcam-es-es/ 1 82 0% 2.4× Healthy
🔗
Outbound External Citations
0 unique external domains cited across 67 pages
citroenorigins.fr ×56
lifestyle.citroen.com ×56
stellantis.com ×56
mediationcmfm.fr ×13
citroen.fr ×11
citroen-uk-en.custhelp.com ×3
ico.org.uk ×3
citroen.co.uk ×2
🔄 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/citroen.com

Get your free API key — 100 requests/month included.

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📊 Semantic Share of Voice

How often would an AI cite citroen.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 citroen.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": "Citroen",
  "url": "https://citroen.com",
  "logo": "https://citroen.com/apple-touch-icon.png",
  "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": "Citroen",
  "url": "https://citroen.com",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://citroen.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: /
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: /
📈

Projected Impact

ROI EST.

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

Current Score
15
Projected Score
38
Improvement
+23 pts
Allow GPTBot +8 pts
Allow ClaudeBot +5 pts
Add Organization schema +6 pts
Add WebSite schema +4 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
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