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AI Visibility Scorecard
rayharkin.com
rayharkin.com · Automotive
Borderline visible. AI bots can crawl rayharkin.com, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#222,599 of 328,911 in Automotive for AI visibility
3.9
/10
AEO Score
About rayharkin.com
from our crawl and measurement
Mentor Dealer Management System is a business whose own site puts it this way: "Mentor Systems was built by car dealers, for car dealers. Our cloud-based Mentor CRM and DMS empower franchise dealerships to manage stock, leads, service, parts, marketing and accounts all." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
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 3.9/10, rayharkin.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for rayharkin.com
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for rayharkin.com.
Source & Attribution
Scored by Engagemii on August 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/rayharkin
Cite this score: Engagemii (2026). "AEO Score for rayharkin.com." Retrieved from https://engagemii.com/aeo/brands/rayharkin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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