AI Visibility Scorecard
Feldman Auto Group
feldmanauto.com · Automotive
Somewhat visible. AI bots can read Feldman Auto Group, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Claude · Apple Intelligence · Meta AI · ChatGPT
#27,171 of 365,581 in Automotive for AI visibility
6
AEO Visibility
iBorderline · 5.8/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Feldman Auto Group
from our crawl and measurement
"What started out as a one Chevy dealership in Columbus, Ohio has grown to include 3 Chevrolet stores, a Buick-GMC-Hummer store, and 2 Airstream and RV stores, all in the great state of." That is how Feldman Auto Group introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 6 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
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 5.8/10, Feldman Auto Group has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Feldman Auto Group
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/feldmanauto
Cite this score: Engagemii (2026). "AEO Score for Feldman Auto Group." Retrieved from https://engagemii.com/aeo/brands/feldmanauto
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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