AI Visibility Scorecard
clean-racing.com · Sports & Recreation
Borderline visible. AI bots can crawl Clean Racing Series, 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
#215,890 of 251,531 in Sports & Recreation for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Clean Racing Series describes itself simply: " Take our anonymous 4-minute survey and help decide whether this becomes reality Take the 4-Minute Survey Thousands of athletes invest months preparing for race day." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 3.5/10, Clean Racing Series is crawlable but under-signaled - fixable, and the signals above are where to start.
Why Clean Racing?
Fair CompetitionCompete knowing everyone plays by the same rules.Independent TestingTesting performed under transparent, consistent standards.Community DrivenDesigned with input from endurance athletes across the country.
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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 October 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/clean-racing
Cite this score: Engagemii (2026). "AEO Score for Clean Racing Series." Retrieved from https://engagemii.com/aeo/brands/clean-racing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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