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AI Visibility Scorecard
Will Carmichael
willcarmichael.com · Food & Beverage
Borderline visible. AI bots can crawl Will Carmichael, 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
#806,935 of 1,527,007 in Food & Beverage for AI visibility
4.2
/10
AEO Score
About Will Carmichael
from our crawl and measurement
Will Carmichael, based in Burleigh Heads, QLD, describes itself simply: "I'm a young race car driver trying it work to the top. I have a business Stealth Kart Setup were i engineer, print and sell 3d printed go kart parts to help me pay for my racing." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
The site does the on-page work well, with structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 4.2/10, Will Carmichael is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Will Carmichael
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Will Carmichael.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/willcarmichael
Cite this score: Engagemii (2026). "AEO Score for Will Carmichael." Retrieved from https://engagemii.com/aeo/brands/willcarmichael
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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