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AI Visibility Scorecard
CDE Truck and Car Repair
cdetruck.com · Automotive
Somewhat visible. AI bots can read CDE Truck and Car Repair, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Meta AI
#76,671 of 339,169 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About CDE Truck and Car Repair
from our crawl and measurement
"Comprehensive diagnostics and repair of trucks, cars & equipments. ECM reprogramming, DEF & DPS Systems, engine trans and diff, rebuild and road assistance." That is how CDE Truck and Car Repair of Joliet, IL introduces itself. Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data. What holds it back is a heading structure that lays out what it offers, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
What this score means
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 5.1/10, CDE Truck and Car Repair has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CDE Truck and Car Repair
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cdetruck
Cite this score: Engagemii (2026). "AEO Score for CDE Truck and Car Repair." Retrieved from https://engagemii.com/aeo/brands/cdetruck
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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