AI Visibility Scorecard
herboldracing.com · Technology
Borderline visible. AI bots can crawl Marvin's Awesome iRacing App, 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 6 times
Meta AI · Claude
#1,300,153 of 2,704,887 in Technology for AI visibility
19
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Built from the ground up using real-time iRacing telemetry, MAIRA drives advanced features like highly tunable force-feedback, pedal haptics, and wind simulation that react instantly to." That is how Marvin's Awesome iRacing App introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Good
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
Good
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 4/10, Marvin's Awesome iRacing App is crawlable but under-signaled - fixable, and the signals above are where to start.
What would you like to do today?
Become a MAIRA expert. The Documentation is where you’ll find everything you need to get up to speed fast—step-by-step guides, clear tutorials, and a no-nonsense FAQ that answers the questions you will have five minutes before a race. Whether you’re doing a first install, fine-tuning advanced features, or troubleshooting something that feels one click away from gremlins, this is your racing manual.
Is this your brand?
The exact fixes for Marvin's Awesome iRacing App
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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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/herboldracing
Cite this score: Engagemii (2026). "AEO Score for Marvin's Awesome iRacing App." Retrieved from https://engagemii.com/aeo/brands/herboldracing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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