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AI Visibility Scorecard
cardealhelp.com · Automotive
Somewhat visible. AI bots can read Ashley the Auto Advocate, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Apple Intelligence · Claude
#34,837 of 331,668 in Automotive for AI visibility
5.6
/10
AEO Score
from our crawl and measurement
Ashley the Auto Advocate describes itself simply: "Auto buying concierge with 25+ years of dealership experience. Shows clients the exact out-the-door price, fees, and lease or finance structure before they ever pay a concierge fee." Its AI visibility score is 5.6 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 structured data describing the business, a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and a few credibility markers.
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).
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
7
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.
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 5.6/10, Ashley the Auto Advocate has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Ashley the Auto Advocate
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cardealhelp
Cite this score: Engagemii (2026). "AEO Score for Ashley the Auto Advocate." Retrieved from https://engagemii.com/aeo/brands/cardealhelp
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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