AI Visibility Scorecard
hamishforrest.com · Sports & Recreation
Somewhat visible. AI bots can read Hamishforrest.com, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#57,188 of 251,043 in Sports & Recreation for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Explore the world of motorsports with Hamish Forrest, a talented 16-year-old professional racing driver committed to excellence." That is how Hamish Forrest introduces itself. Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5.2/10, Hamishforrest.com has a working base to build on - fixable, and the signals above are where to start.
Where can you find out more about Hamish?
Find more about Hamish and keep up to date on all that is going on in his career and life on his many social media platforms.
Is this your brand?
The exact fixes for Hamishforrest.com
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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 September 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hamishforrest
Cite this score: Engagemii (2026). "AEO Score for Hamishforrest.com." Retrieved from https://engagemii.com/aeo/brands/hamishforrest
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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