AI Visibility Scorecard
Vehicles Report
vehiclesreport.com · Automotive
Somewhat visible. AI bots can read Vehicles Report, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#47,580 of 365,175 in Automotive for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
60
Muse Index Score
iAI agent readiness
Agent-ready · 60/100
0
AI Adoption
iNone detected · 0/100
About Vehicles Report
from our crawl and measurement
Vehicles Report VIN Check & Vehicle History Reports describes itself simply: "Check used car history by VIN or license plate. Get vehicle history reports covering accidents, titles, liens for vehicles registered in the USA & Canada." Its AI visibility score is 5.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
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.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.5/10, Vehicles Report has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is a Vehicle History Check?
A vehicle history check is a way of generating a full car’s history report by entering the 17-digit VIN into a VIN check tool. A vehicle history report details everything that happened to a car throughout its lifetime, like tracking accidents, owners, repairs, title changes, and other major events. A car report shows how well the vehicle was treated and what problems it faced.
How to Look Up a Car History by VIN?
Getting your complete vehicle history report takes less than a minute from start to finish. Here are the steps to follow.1Enter Your VINType the 17-digit VIN number into the form at the top of the page.
Why Choose Our Vehicle History Report?
We’ve built our service around accuracy, affordability, and ease of use.
Is this your brand?
The exact fixes for Vehicles Report
Which AI engines already crawl you
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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 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vehiclesreport
Cite this score: Engagemii (2026). "AEO Score for Vehicles Report." Retrieved from https://engagemii.com/aeo/brands/vehiclesreport
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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