AI Visibility Scorecard
auto-sam.com · Automotive
Borderline visible. AI bots can crawl SAM Automobiles, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude · ShapBot
#311,609 of 365,615 in Automotive for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
-
Network Authority
iNot connected yet
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
SAM Automobiles Lonay, based in Lonay, describes itself simply: "SAM Automobiles à Lonay propose la vente multimarque de véhicules neufs et d’occasion sur AutoScout24, le rachat et la reprise de véhicules dans tous états, le dépôt-vente, avec plus de 70." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (AutoDealer), a sitemap and a readable heading structure. It is missing an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.5/10, SAM Automobiles is crawlable but under-signaled - fixable, and the signals above are where to start.
Comment fonctionne notre dépôt-vente ?
Une solution simple pour confier votre véhicule à un professionnel tout en gardant la maîtrise du prix de vente. 1 Rendez-vous au garage Vous venez chez SAM Automobiles avec le véhicule pour un état des lieux complet et une prise d’informations. 2 Photos et mise en place Nous réalisons les photos, relevons les informations utiles et définissons avec vous le prix de vente en incluant notre commission.
Is this your brand?
The exact fixes for SAM Automobiles
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/auto-sam
Cite this score: Engagemii (2026). "AEO Score for SAM Automobiles." Retrieved from https://engagemii.com/aeo/brands/auto-sam
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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