AI Visibility Scorecard
Auto Formule
autoformule.fr · Other
At 1.17/10, Auto Formule is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
3
1.17
-
Network Authority
iNot connected yet
0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.
See what's behind this score →5
0
About Auto Formule
from our crawl and measurement
"Auto Formule, professionnel du véhicule d’occasion toutes marques. Vente, achat, reprise, rachat cash de votre auto, aide à la vente physique ou virtuelle (dépôt vente)." That is how Auto Formule introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.17 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Auto Formule
- Website ·
- autoformule.fr
- Industry ·
- Other
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
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
Weak
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
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.17/10, Auto Formule is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Pourquoi Choisir Auto Formule ?
Depuis 1994, Auto Formule, spécialiste du véhicule d'occasion récent, apporte un soin particulier à chaque véhicule proposé.Sélection rigoureuse des fournisseurs, préparation, garantie, une adaptation à chaque client, et le meilleur rapport Qualité-Prix du marché automobile. Un ensemble de services dignes des plus grands, pour offrir à ses clients le meilleur de l'Automobile.Auto Formule, l'occasion clé en main...
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Auto Formule.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/autoformule-fr
Cite this score: Engagemii (2026). "AEO Score for Auto Formule." Retrieved from https://engagemii.com/aeo/brands/autoformule-fr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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