AI Visibility Scorecard
CarEdge
caredge.com · Automotive
Well-positioned for AI search. The breakdown below shows where CarEdge is still leaving points on the table.
AI engines read this profile 32 times
Meta AI · ChatGPT · Claude · Amazon Alexa
#3 of 365,706 in Automotive for AI visibility
100
AI Naming Predictability
iAI names companies like this often · 100/100
More likely to be named than 99% of Automotive companies
8
AEO Visibility
iVisible · 7.7/10
50
Muse Index Score
iAI agent readiness
Agent-ready · 50/100
24
AI Adoption
iBasic · 24/100
About CarEdge
from our crawl and measurement
"CarEdge contacts car dealers for car buyers, gets pricing in writing, and negotiates the deal. It grades dealers A to F on verified out-the-door quotes." That is how CarEdge introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.7 out of 10, a strong showing.
Our crawl found structured data on the page (Organization, WebSite, FAQPage), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
AI crawlers have visited 32 times in our tracking, including GPTBot (ChatGPT), Applebot (Siri) and ClaudeBot (Anthropic).
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
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Strong
Press and news coverage.
Community
Weak
No community discussion yet.
Social Mentions
Strong
Social discussion and mentions.
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 7.7/10, CarEdge has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How long does it take?
About 72 hours total. We verify OTD prices in ~24 hours, then negotiate for another ~48 hours.
Why does the OTD price matter?
It's the real price — fees, taxes, everything included. Sticker price is just the start. Dealers add thousands in extra costs.
What do I get at the end?
A pre-negotiated, verified out-the-door price you can walk into the dealership with. No surprises.
Will this blow up my phone?
Never. Dealers don't get your contact info. We handle all communication. Zero spam calls or emails.
What if I'm just exploring?
That's fine. Getting a real OTD price costs nothing. You only pay if you choose to have us negotiate.
Is this your brand?
The exact fixes for CarEdge
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/caredge
Cite this score: Engagemii (2026). "AEO Score for CarEdge." Retrieved from https://engagemii.com/aeo/brands/caredge
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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