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AI Visibility Scorecard
Good Fellow's Auto Wholesalers
goodfellowsauto.com · Automotive
Somewhat visible. AI bots can read Good Fellow's Auto Wholesalers, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#6,048 of 331,668 in Automotive for AI visibility
6.2
/10
AEO Score
About Good Fellow's Auto Wholesalers
from our crawl and measurement
"Good Fellow's Auto Wholesalers is a top rated used car dealership in Toronto with great prices on high quality used vehicles serving Toronto & GTA." That is how Good Fellow's Auto Wholesalers introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places, missing in others.
The site gets some of it right: it has structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
AI crawlers have visited the site 5 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
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
7
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
9
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
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 6.2/10, Good Fellow's Auto Wholesalers has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Good Fellow's Auto Wholesalers
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/goodfellowsauto
Cite this score: Engagemii (2026). "AEO Score for Good Fellow's Auto Wholesalers." Retrieved from https://engagemii.com/aeo/brands/goodfellowsauto
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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