lafabriquedelalogistique.fr 46 D
🛡️ SEO 22 🤖 GEO 58 ⚡ Perf 29 🏗️ Arch 77

lafabriquedelalogistique.fr — Global SEODiff Score 46/100

lafabriquedelalogistique.fr
📊

lafabriquedelalogistique.fr shows strong AI visibility with an ACRI of 72/100, outperforming 73% of indexed domains. In the social sector, lafabriquedelalogistique.fr outperforms the average (57), suggesting strong competitive positioning in AI search. Content is delivered server-side, meaning bots and AI agents can parse the full page without executing JavaScript. Heavy markup overhead (50.0× bloat) forces AI systems to wade through excess code before finding useful information. The complete absence of JSON-LD schema is a missed opportunity: even basic Organization markup would improve how AI crawlers understand this domain. All major AI bot user-agents (GPTBot, ClaudeBot, CCBot, Google-Extended) are permitted by robots.txt, ensuring broad AI crawler access.

46
D — Global SEODiff Score
Comprehensive search visibility assessment
Below average — Traditional SEO (22) has the most room for improvement.
🎯 Top Fix: Reduce token bloat (74×) → +5–10 pts
🔬 Automated SEODiff Assessment · Snapshot: Mar 16, 2026 · 📋 API
📈 ACRI Trend 3 snapshots
Mar 5 Mar 16
🔔 Recent AI Indexing Activity
No recent changes detected by adaptive crawler.
Does your site score higher than lafabriquedelalogistique.fr?
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)22 × 0.25 = 5.5
🤖 AI Readiness / GEO (40% weight)58 × 0.40 = 23.2
⚡ Performance (20% weight)29 × 0.20 = 5.8
🏗️ Architecture & Trust (15% weight)77 × 0.15 = 11.5
Weighted sum = 5.5 + 23.2 + 5.8 + 11.5
Global SEODiff Score = 46 (D)
📊 ACRI Sub-Scores (AI Readiness Detail)
100
Bot Access
avg 92
100
Rendering
avg 93
41
Structure
avg 35
0
Schema
avg 9
85
Tech Stack
avg 63
🔀
Visibility Delta: Google vs AI
Google (Tranco)
Top 8%
Rank #76016
+20 pts
Gap
AI (ACRI)
Top 27%
Score 72/100

lafabriquedelalogistique.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 lafabriquedelalogistique.fr ranks here

Tech stackWordPress
Industrysocial
RenderingSSR
Schema coverage0 blocks
Token bloat50×+

Fastest improvements

  • 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

22/100 25 % of Global Score 🟢 High Confidence

📝 Title Tag

38 chars
Good length

Optimal range: 30–60 characters for SERP display.

📋 Meta Description

28 chars
Too short

Optimal range: 120–160 characters for snippet control.

🔤 Heading Hierarchy

  • ✗ Exactly 1 <h1> tag — found 0
  • ✓ Has <h2> headings — found 6
  • ✗ <h2> not before <h1>

🔍 Indexability

  • ✓ Canonical tag present → https://www.lafabriquedelalogistique.fr/
  • ✓ No noindex directive
  • ✓ Meta viewport set
  • ✓ HTML lang attribute → fr-FR
  • ➖ Hreflang tags — N/A (single language site)
  • ✓ Googlebot allowed by robots.txt

🌐 Social / OpenGraph

  • ✓ og:title — Fab Log
  • ✓ og:description — Lieu d’innovation pour l’intérêt général, au service de tous les acteurs de la logistique. La Fabrique de la Logistique (aussi appelée FabLog), structurée en association en 2021, est soutenue par l’ADEME et l’AIT (Agence de l’Innovation pour les Transports). Elle…
  • ✓ 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

58/100 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 social sector, martin-sad.ru (ACRI: 87) 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 →
lafabriquedelalogistique.fr
44
Your ACRI Score
87
Industry Peer ACRI
AI models prioritize pages with strong semantic structure and schema coverage. martin-sad.ru has schema coverage of 63 blocks and uses Custom / Proprietary. 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 0%
0% — Safe 50% 100% — Risk
Status Server-Side Rendered (Safe)
Rendering Type SSR

📊 Structure & Information Density Docs

Structure Grade 41/100 — Fair
Structured Elements 37 elements (37 lists, 0 rows, 0 headers)
Total Words725
Raw Density5.1%

🏷️ 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

39
AI Extractability
High
Crawl Cost
None
Blocklist Risk
Extractability39/100 — AI models can barely extract answers from this page
Crawl CostHigh (95/100) — expensive for AI crawlers to process
Blocklist RiskNone — 0 of 5 AI crawlers blocked

Token Bloat Research

1%
🗑️ 99%
Useful Content (8.1 KB)Bloat (591.9 KB)
Token Bloat Ratio50×+ — Bloated

Multimodal Readiness

Visual Context67% Optimized for Vision
Image Alt Coverage18 / 27 images have alt text

TDM Rights

TDM-Reservation HeaderNot set
X-Robots-Tag: noaiNot set
💡Your HTML is 600.0 KB, but only 8.1 KB is text. 1% useful / 99% bloat. AI crawlers have limited context windows (e.g. 128k tokens). This level of bloat (50×+) risks context-window truncation by ChatGPT, Claude, and Gemini. Reduce inline scripts, CSS, hydration payloads, and tracking code.

🔥 Structural Entropy Check Research

0 Entropy
Poor Token Bloat: High
Noise Ratio: 98.6% · SNR: 0.01 · Signal: 2074 / Noise: 151538 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 lafabriquedelalogistique.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
CycloDiag is an AI-powered diagnostic tool for urban logistics, designed to help municipalities optimize their logistics operations and reduce their
Target Audience
Local governments, municipalities, logistics managers, urban planners, environmental agencies, and transportation authorities.
Pricing Model
Information not explicitly stated, likely a tiered SaaS model with custom pricing based on usage and features.
🔗 Integration Partners
AI Cargo FoundationColisActiv
🛡️ Compliance Standards
SOC 2
🏆 Competitive Moat
AI-powered sprint planning with real-time resource optimization and a comprehensive approach to urban logistics challenges.
📊 Content Depth
8/10
🔄 Programmatic SEO Signals
Integration directory pagesTemplate comparison pages
⚡ Key Pain Points
• Lack of structured FAQ schema
• Thin landing pages for features
Analyzed by SEODiff AI · 2026-03-04

🔧 Tech Stack

FrameworkWordPress
AI-Readiness Score85/100
ServerOVHcloud
CDN
HTTP Status200
Load Time2659 ms
Raw HTML Size600.0 KB
Visible Text Size8.1 KB

Performance & Speed

29/100 20 % of Global Score 🟢 High Confidence

⏱️ Time to First Byte

2659 ms
Slow — bots may time out or deprioritise

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

📦 Page Weight

1028
DOM nodes
600 KB
HTML payload
Heavy page — consider reducing DOM complexity

🗄️ Cache & CDN

  • ✗ Cache-Control header
  • ✗ CDN cache status
  • ✗ CDN detected

🔬 Tracker Tax

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

77/100 15 % of Global Score 🟢 High Confidence

🗺️ Sitemap & Robots

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

🔗 Linking

67
internal links
4
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 44/100. Reach 80+ to unlock the green "AI-Verified" badge. Fix the issues below to improve your score.

AI-Verified badge for lafabriquedelalogistique.fr
Pending Audit — score below 80 threshold
<a href="https://seodiff.io/radar/domains/lafabriquedelalogistique.fr" rel="noopener"><img src="https://seodiff.io/api/v1/badge?domain=lafabriquedelalogistique.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 58 pages · Deep-10

Homepage ACRI
44
Single-page score
-3
Consistent readability
Δ delta
Site-Wide ACRI
41
Avg across 58 pages · Range 0–66
Topical Cohesion
15%
Topical Drift
TF-IDF cosine similarity
Total Words
30339
Avg Bloat
742.5×
RAG Fractures [?]
18
⚠️
18 RAG-Chunking Fractures Detected

Poorly formatted tables or pricing grids on 18 pages will be split incorrectly during RAG chunking, causing AI models to hallucinate prices and features.

Page Type ACRI Token Bloat Words Status
https://www.lafabriquedelalogistique.fr/lire-la-newsletter-fablog-de-mars-25/
Rendez-vous au SITL mardi 1er avril à 15h15 pour le pitch CycloDiag !
blog 66 13.5× 1979 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/la-newsletter-3-de-la-fabrique-de-la-logistique-est-sortie/
Newsletter #3 - Fabrique de la Logistique
pricing 64 18.0× 1598 💰 Pricing
https://www.lafabriquedelalogistique.fr/lire-la-newsletter-fablog-de-avril-26/
La Fabrique de la Logistique et l’IFPEN lancent un programme de webinaires
pricing 63 16.2× 1251 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/newsletter-15/
Newsletter FabLog #15
other 63 16.8× 1251 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/newsletter-17/
Newsletter FabLog #17
other 63 17.6× 1003 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/newsletter-16/
Newsletter FabLog #16
other 63 18.1× 1148 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/lire-la-newsletter-fablog-de-novembre-21/
Newsletter FabLog #20
blog 63 16.4× 1384 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/lire-la-newsletter-fablog-de-janvier-23/
Le programme CEE Marguerite se déploie à Bordeaux !
blog 63 16.1× 1429 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/lire-la-newsletter-fablog-de-mai-27/
Assemblée Générale 2025 : cap sur l’avenir de la Fabrique
pricing 63 14.5× 1670 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/lire-la-newsletter-fablog-de-fevrier-24/
Le programme Marguerite arrive à Bordeaux !
blog 63 16.5× 1633 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/https-mailchi-mp-545a3e31ab23-newsletter-fablog-5/
Newsletter Fablog #5
pricing 59 25.3× 1073 💰 Pricing
https://www.lafabriquedelalogistique.fr/newsletter11/
Newsletter FabLog #11
other 58 26.0× 692
https://www.lafabriquedelalogistique.fr/newsletter8/
Fablog - Newsletter #8
pricing 58 21.4× 760 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/newsletter9/
Newsletter FabLog #9
other 58 23.1× 700
https://www.lafabriquedelalogistique.fr/newsletter10/
Newsletter FabLog #10
other 58 22.3× 775
https://www.lafabriquedelalogistique.fr/newsletter-12/
Newsletter Fablog #01
other 58 20.9× 788
https://www.lafabriquedelalogistique.fr/newsletter-13/
Newsletter FabLog #13
other 58 22.4× 829 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/newsletter-18/
Newsletter FabLog #18
other 58 25.7× 679 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/newsletter-19/
Newsletter FabLog #19
other 58 21.9× 785 ⚠️ RAG Fracture
https://www.lafabriquedelalogistique.fr/https-preview-mailerlite-io-preview-372191-emails-136634651897759715/
Le projet Ecocyclo de la Fablog retenu par la Région Sud et l'Ademe PACA
other 58 20.2× 803 ⚠️ RAG Fracture
Showing 20 of 58 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
/newsletter6/ 1 55 0% 31.4× High JS Bloat
/tracabilite-et-tracking/ 1 46 0% 242.4× High JS Bloat
/loutil-daide-a-la-decision-verdir-ma-flotte-est-sorti/ 1 36 0% 1927.9× High JS Bloat
/integrations/ 1 0 0% 0.0× Low AI Readiness
/lire-la-newsletter-fablog-de-avril-26/ 1 63 0% 16.2× High JS Bloat
/newsletter-16/ 1 63 0% 18.1× High JS Bloat
/newsletter11/ 1 58 0% 26.0× High JS Bloat
/lire-la-newsletter-fablog-doctobre-20/ 1 58 0% 20.3× High JS Bloat
/newsletter-14/ 1 55 0% 28.3× High JS Bloat
/contact/ 1 36 0% 1087.6× High JS Bloat
/newsletter-12/ 1 58 0% 20.9× High JS Bloat
/la-newsletter-4-de-la-fabrique-de-la-logistique/ 1 56 0% 35.4× High JS Bloat
/les-membres/ 1 36 0% 2056.3× High JS Bloat
/about/ 1 0 0% 0.0× Low AI Readiness
/newsletter-18/ 1 58 0% 25.7× High JS Bloat
🔄 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/lafabriquedelalogistique.fr

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

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📊 Semantic Share of Voice

How often would an AI cite lafabriquedelalogistique.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 lafabriquedelalogistique.fr. 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": "Lafabriquedelalogistique",
  "url": "https://lafabriquedelalogistique.fr",
  "logo": "https://www.lafabriquedelalogistique.fr/wp-content/uploads/2019/02/fab-mob.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": "Lafabriquedelalogistique",
  "url": "https://lafabriquedelalogistique.fr",
  "potentialAction": {
    "@type": "SearchAction",
    "target": "https://lafabriquedelalogistique.fr/search?q={search_term_string}",
    "query-input": "required name=search_term_string"
  }
}
</script>
Reduce Token Bloat
Medium Impact ⏱ 1–2 hrs
Only 1% 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 Lafabriquedelalogistique?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Add your answer here — describe what Lafabriquedelalogistique does in 1-2 sentences."
      }
    },
    {
      "@type": "Question",
      "name": "How does Lafabriquedelalogistique work?",
      "acceptedAnswer": {
        "@type": "Answer",
        "text": "Explain the key features and how users interact with Lafabriquedelalogistique."
      }
    }
  ]
}
</script>
📈

Projected Impact

ROI EST.

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

Current Score
72
Projected Score
90
Improvement
+18 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
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