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AI Visibility Scorecard
Autos by Tom
floridavehiclesearch.com · Automotive
Somewhat visible. AI bots can read Autos by Tom, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence · ChatGPT
#76,735 of 343,116 in Automotive for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
?
AI Adoption
iNone detected · -/100
About Autos by Tom
from our crawl and measurement
"Find great deals at Autos by Tom in Largo, FL." That is how Autos by Tom of Largo, FL introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
On its own pages the site does well on a clear heading structure and a clearly stated business identity. It is passable on basic crawler access. What holds it back is sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
2
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
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 5.1/10, Autos by Tom has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Autos by Tom
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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.
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Source & Attribution
Scored by Engagemii on July 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/floridavehiclesearch
Cite this score: Engagemii (2026). "AEO Score for Autos by Tom." Retrieved from https://engagemii.com/aeo/brands/floridavehiclesearch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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