passionandcar.fr 43 D
🛡️ SEO 57 🤖 GEO 67 ⚡ Perf 42 🏗️ Arch 83

passionandcar.fr — Global SEODiff Score 43/100

passionandcar.fr
📊

passionandcar.fr 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 passionandcar.fr below the industry average of 57 —, indicating room for competitive improvement. The low ghost ratio (0%) confirms that what crawlers see matches what users see — a hallmark of strong SSR implementation. Heavy markup overhead (15.0× bloat) forces AI systems to wade through excess code before finding useful information. The presence of 4 structured data blocks ensures search engines and AI agents can accurately classify and extract entities from the page. Comprehensive AI crawler restrictions limit this domain's presence in the growing AI search ecosystem.

43
D — Global SEODiff Score
Comprehensive search visibility assessment
Below average — Performance (42) has the most room for improvement.
🎯 Top Fix: Allow GPTBot + ClaudeBot in robots.txt → lift the score cap
🔬 Automated SEODiff Assessment · Snapshot: Mar 3, 2026 · 📋 API
Does your site score higher than passionandcar.fr?
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)57 × 0.25 = 14.2
🤖 AI Readiness / GEO (40% weight)67 × 0.40 = 26.8
⚡ Performance (20% weight)42 × 0.20 = 8.4
🏗️ Architecture & Trust (15% weight)83 × 0.15 = 12.4
Weighted sum = 14.2 + 26.8 + 8.4 + 12.4
⚠️ Fatal multiplier: All major AI bots blocked → ×0.5
Global SEODiff Score = 43 (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)
20
Bot Access
avg 92
100
Rendering
avg 93
29
Structure
avg 36
48
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 9%
Rank #87054
+58 pts
Gap
AI (ACRI)
Top 66%
Score 15/100

passionandcar.fr 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 passionandcar.fr ranks here

Tech stackWordPress
RenderingSSR
Schema coverage4 blocks
Token bloat15.0×

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

57/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

16 chars
Too short

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

27 chars
Too short

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✓ Exactly 1 <h1> tag — found 1
  • ✓ Has <h2> headings — found 54
  • ✗ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.passionandcar.fr/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → fr-FR
  • ✗ Hreflang tags
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — passionandcar.fr
  • ✓ og:description — Le magazine de l'automobile
  • ✓ og:image — preview
  • ✓ twitter:card — summary_large_image
📐 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

67/100 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, plodopitomnik-sad.ru (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 →
passionandcar.fr
47
Your ACRI Score
90
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. plodopitomnik-sad.ru has schema coverage of 12 blocks and uses Express. 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
Blocked
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 0%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 29/100 — Low
Structured Elements 46 elements (46 lists, 0 rows, 0 headers)
Total Words1798
Raw Density2.6%
💡Low structure score (29/100). Your content appears as a wall of text with few structured HTML elements. You have 46 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 ✅ Present
Product / Service Schema ⚠️ Not Found
Total Schema Blocks4 blocks

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

52
AI Extractability
High
Crawl Cost
Critical
Blocklist Risk
Extractability52/100 — AI models can partially extract answers from this page
Crawl CostHigh (85/100) — expensive for AI crawlers to process
Blocklist RiskCritical — 4 of 5 AI crawlers blocked

Token Bloat Research

6%
🗑️ 94%
Useful Content (38.4 KB)Bloat (538.1 KB)
Token Bloat Ratio15.0× — Normal

Multimodal Readiness

Visual Context100% Optimized for Vision
Image Alt Coverage4 / 4 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: 93.3% · SNR: 0.07 · Signal: 9831 / Noise: 137763 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 passionandcar.fr 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
Leapmotor is launching an affordable electric SUV manufactured in Europe, targeting buyers seeking an electric SUV without a high price tag, starting at €29,900.
Target Audience
Automotive buyers, families, environmentally conscious consumers, and those seeking affordable electric vehicle options.
Pricing Model
Starting at €29,900, with potential e-Hybrid variants in 2026.
🔗 Integration Partners
CATLStellantis
🛡️ Compliance Standards
SOC 2
🏆 Competitive Moat
Production in Europe and a low price point, leveraging Stellantis’ existing infrastructure and expertise, creating a competitive advantage against premium electric SUVs.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Template comparison pagesIntegration directory pages
⚡ Key Pain Points
• Potential for price fluctuations
• Equipment level at the entry price point
• Logistics and delivery times
Analyzed by SEODiff AI · 2026-03-04

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
Servercloudflare
CDNcloudflare
HTTP Status200
Load Time1661 ms
Raw HTML Size576.5 KB
Visible Text Size38.4 KB

Performance & Speed

42/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

1661 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

1275
DOM nodes
576 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✗ Cache-Control header
  • ✓ CDN cache status → DYNAMIC
  • ✓ CDN detected → cloudflare

🔬 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

83/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

  • ✓ Sitemap declared in robots.txt → https://www.passionandcar.fr/sitemap.xml
  • ✓ Googlebot allowed
  • ✗ GPTBot allowed
  • ✗ ClaudeBot allowed

🔗 Linking

147
internal links
6
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-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 47/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for passionandcar.fr
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/passionandcar.fr" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=passionandcar.fr" 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 43 pages · Deep-10

Homepage ACRI
47
Single-page score
+16
Subpages outperform homepage
Δ delta
Site-Wide ACRI
64
Avg across 43 pages · Range 54–64
Topical Cohesion
15%
Topical Drift
TF-IDF cosine similarity
Total Words
92087
Avg Bloat
49.5×
Page Type ACRI Token Bloat Words Status
https://www.passionandcar.fr/2026/02/27/leapmotor-lance-son-suv-electrique-abordable-depuis-une-nouvelle-usine-europeenne/
Leapmotor lance son SUV électrique abordable depuis une nouvelle usine européenne - passionandcar.fr
other 64 52.2× 1856
https://www.passionandcar.fr/2026/02/23/le-tout-terrain-dont-la-france-reve-arrive-avec-un-diesel-hybride-revolutionnaire-toyota-et-ford-vont-avoir-tres-mal/
Le tout-terrain dont la France rêve arrive avec un diesel hybride révolutionnaire : Toyota et Ford vont avoir très mal - passionandcar.fr
pricing 64 49.0× 2016 💰 Pricing
https://www.passionandcar.fr/2026/02/25/25-000-e-neuf-et-lallure-dun-vrai-tout-terrain-ce-suv-a-hauteur-de-4x4-est-la-bonne-pioche-de-2026/
25 000 € neuf et l'allure d'un vrai tout-terrain : ce SUV à hauteur de 4x4 est la bonne pioche de 2026 - passionandcar.fr
pricing 64 50.3× 1941 💰 Pricing
https://www.passionandcar.fr/2026/02/24/hybride-meilleur-4x4-de-sa-categorie-et-en-promotion-ce-suv-coche-toutes-les-cases-de-lachat-malin/
Hybride, meilleur 4x4 de sa catégorie et en promotion : ce SUV coche toutes les cases de l'achat malin - passionandcar.fr
pricing 64 51.0× 1919 💰 Pricing
https://www.passionandcar.fr/2026/02/22/ce-mini-suv-electrique-hyundai-semble-parfait-sur-le-papier-mais-la-realite-francaise-pourrait-lui-etre-fatale/
Ce mini-SUV électrique Hyundai semble parfait sur le papier, mais la réalité française pourrait lui être fatale - passionandcar.fr
pricing 64 43.9× 2242 💰 Pricing
https://www.passionandcar.fr/2026/03/01/citroen-c15-2026-lanti-suv-francais-consomme-52-l-100-km-avec-600-l-de-coffre/
Citroën C15 2026 : l'anti-SUV français consomme 5,2 l/100 km avec 600 l de coffre - passionandcar.fr
pricing 64 39.3× 2392 💰 Pricing
https://www.passionandcar.fr/2026/02/28/lexus-devoile-les-innovations-de-longevite-de-sa-mercedes-classe-e-japonais/
Lexus dévoile les innovations de longévité de sa « Mercedes Classe E japonais » - passionandcar.fr
pricing 64 53.1× 1832 💰 Pricing
https://www.passionandcar.fr/2026/02/28/notre-analyse-audi-a3-allstreet-confirme-lessoufflement-de-la-tendance-suv/
Notre analyse Audi A3 allstreet confirme l'essoufflement de la tendance SUV - passionandcar.fr
pricing 64 41.6× 2407 💰 Pricing
https://www.passionandcar.fr/2026/02/28/toyota-land-cruiser-abordable-la-version-low-cost-du-4x4-francais-en-2026/
Toyota Land Cruiser abordable : la version low-cost du 4x4 français en 2026 - passionandcar.fr
pricing 64 40.5× 2472 💰 Pricing
https://www.passionandcar.fr/2026/02/27/alternative-au-tucson-avec-turbo-155-ch-et-boite-auto-pour-10-000-e-de-moins/
Alternative au Tucson avec turbo 155 ch et boîte auto pour 10 000 € de moins - passionandcar.fr
other 64 48.8× 1988
https://www.passionandcar.fr/2026/03/01/la-coree-du-sud-lance-un-suv-electrique-436-km-dautonomie-sous-les-35-000-e/
La Corée du Sud lance un SUV électrique 436 km d'autonomie sous les 35 000 € - passionandcar.fr
pricing 64 48.7× 1999 💰 Pricing
https://www.passionandcar.fr/2026/02/27/mini-ressuscite-lesprit-rallye-avec-cette-edition-speciale-le-mythe-de-la-course-automobile-refuse-de-mourir/
MINI ressuscite l'esprit rallye avec cette édition spéciale : le mythe de la course automobile refuse de mourir - passionandcar.fr
pricing 64 53.7× 1824 💰 Pricing
https://www.passionandcar.fr/2026/02/27/dernier-espoir-pour-les-amoureux-du-diesel-ce-grand-suv-6-cylindres-33-l-se-contente-de-5-l-100-km-avant-de-disparaitre/
Dernier espoir pour les amoureux du diesel : ce grand SUV 6 cylindres 3,3 L se contente de 5 L/100 km avant de disparaître - passionandcar.fr
pricing 64 44.0× 2266 💰 Pricing
https://www.passionandcar.fr/2026/02/28/geely-prepare-un-hybride-a-moteur-francais-pour-la-france-lancement-2026/
Geely prépare un hybride à moteur français pour la France, lancement 2026 - passionandcar.fr
pricing 64 46.1× 2141 💰 Pricing
https://www.passionandcar.fr/2026/02/27/essai-hyundai-ioniq-9-calligraphy-le-grand-suv-venu-de-coree-avec-de-vraies-touches-premium/
Essai Hyundai Ioniq 9 Calligraphy : le grand SUV venu de Corée avec de vraies touches premium - passionandcar.fr
pricing 64 40.3× 2355 💰 Pricing
https://www.passionandcar.fr/2026/02/26/avec-son-nouveau-moteur-de-150-ch-le-suv-volvo-le-moins-cher-a-un-prix-de-voiture-chinoise-plus-que-jamais/
Avec son nouveau moteur de 150 ch, le SUV Volvo le moins cher a un prix de voiture chinoise, plus que jamais - passionandcar.fr
other 64 54.2× 1805
https://www.passionandcar.fr/2026/02/27/7-places-et-coffre-xxl-pour-concurrencer-le-rav4-ce-suv-realise-lequation-que-personne-narrivait-a-resoudre/
7 places et coffre XXL pour concurrencer le RAV4 : ce SUV réalise l'équation que personne n'arrivait à résoudre - passionandcar.fr
pricing 64 42.6× 2341 💰 Pricing
https://www.passionandcar.fr/2026/02/24/voiture-de-lannee-2026-en-chine-cette-audi-coute-le-prix-dune-clio-basique-francaise-et-va-faire-tres-mal-aux-constructeurs-europeens/
Voiture de l'année 2026" en Chine : cette Audi coûte le prix d'une Clio basique française et va faire très mal aux constructeurs européens - passionandcar.fr
pricing 64 45.9× 2144 💰 Pricing
https://www.passionandcar.fr/2026/02/26/elle-a-le-look-dune-audi-rs7-mais-cest-une-mg7-low-cost-cette-berline-sportive-fait-du-premium-a-prix-de-poche/
Elle a le look d'une Audi RS7 mais c'est une MG7 low-cost : cette berline "sportive" fait du premium à prix de poche - passionandcar.fr
pricing 64 35.9× 2803 💰 Pricing
https://www.passionandcar.fr/2026/02/26/25-litres-atmospherique-quand-tout-le-monde-fait-du-petit-turbo-mazda-assume-et-on-a-teste-ce-suv-anticonformiste/
2,5 litres atmosphérique quand tout le monde fait du petit turbo : Mazda assume et on a testé ce SUV anticonformiste - passionandcar.fr
pricing 64 41.3× 2395 💰 Pricing
Showing 20 of 43 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
/2026/ 42 64 0% 45.8× High JS Bloat
/contact/ 1 54 0% 205.8× High JS Bloat
🔗
Outbound External Citations
0 unique external domains cited across 43 pages
x.com ×43
tiktok.com ×43
youtube.com ×43
facebook.com ×43
pinterest.com ×42
news.google.com ×42
api.whatsapp.com ×42
twitter.com ×1
🔄 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/passionandcar.fr

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

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📊 Semantic Share of Voice

How often would an AI cite passionandcar.fr 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 passionandcar.fr. 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 6% 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 Passionandcar?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Passionandcar does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Passionandcar work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Passionandcar."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

If you apply the patches above, here's the estimated improvement for passionandcar.fr:

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