AI Visibility Scorecard
twelfthroundauto.com · Automotive
Borderline visible. AI bots can crawl Twelfth Round Auto, 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.
AI engines read this profile 8 times
Meta AI · Claude · Apple Intelligence · Amazon Alexa
#9,675 of 365,725 in Automotive for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 95% of Automotive companies
4
AEO Visibility
iBorderline · 4.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Twelfth Round Auto is a business whose own site puts it this way: "Exterior Interior Under the Hood Tools & Gadgets Wheels & Tires Essential Skills Select Page How to Keep Your Car Smelling New Apr 2, 2019 | InteriorYou just bought a new car or truck and." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (CollectionPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
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.
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 4.2/10, Twelfth Round Auto is crawlable but under-signaled - fixable, and the signals above are where to start.
How to Keep Your Car Smelling New?
Apr 2, 2019 | InteriorYou just bought a new car or truck and you want to keep it fresh and clean for as long as you can. Luckily there are lots of ways you can keep your car smelling new by following the tips in this guide. After all, what’s the point in buying a new vehicle if it’s gonna...
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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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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/twelfthroundauto
Cite this score: Engagemii (2026). "AEO Score for Twelfth Round Auto." Retrieved from https://engagemii.com/aeo/brands/twelfthroundauto
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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