AI Visibility Scorecard
CD Auto Solutions
cdautosolutions.com · Other
Borderline visible. AI bots can crawl CD Auto Solutions, 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
<1
AI Naming Predictability
iRarely named · <1/100
Average 15
Top 91% of Other
See what's behind this score →4
-
Network Authority
iNot connected yet
Average 0.0
0 relationships · Average 3
See what's behind this score →30
0
About CD Auto Solutions
from our crawl and measurement
CD Auto Solutions is a business whose own site puts it this way: "Un projet auto ? Nous le menons ensemble: un conseiller dédié, un accompagnement fluide, votre voiture entre de bonnes mains." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- CD Auto Solutions
- Website ·
- cdautosolutions.com
- Industry ·
- Other
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 3.5/10, CD Auto Solutions is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Un projet auto ?
Nous le menons ensemble : un conseiller dédié, un accompagnement fluide, votre voiture entre de bonnes mains. Contactez-nous Avec CD Auto Solutions, vous n'êtes jamais seul. Nous vous offrons un conseiller dédié qui sera votre seul interlocuteur pour vous guider à chaque étape, de la prise de contact à la livraison finale. Votre sérénité est notre priorité.
Is this your brand?
The exact fixes for CD Auto Solutions
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cdautosolutions
Cite this score: Engagemii (2026). "AEO Score for CD Auto Solutions." Retrieved from https://engagemii.com/aeo/brands/cdautosolutions
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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