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AI Visibility Scorecard
Bobby's Radiator and Auto Repair
bobbysradiator.com · Automotive
Borderline visible. AI bots can crawl Bobby's Radiator and Auto Repair, 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
#241,644 of 344,213 in Automotive for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Bobby's Radiator and Auto Repair
from our crawl and measurement
Bobby's Radiator and Auto Repair is a Ardmore, OK business whose own site puts it this way: "Bobby's Radiator offers expert auto repair services, specializing in radiators, engine diagnostics, and customer satisfaction." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Our crawl found structured data on the page (LocalBusiness), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
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 3.8/10, Bobby's Radiator and Auto Repair is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Bobby's Radiator and Auto Repair
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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 September 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bobbysradiator
Cite this score: Engagemii (2026). "AEO Score for Bobby's Radiator and Auto Repair." Retrieved from https://engagemii.com/aeo/brands/bobbysradiator
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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