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AI Visibility Scorecard
LeoJDRidgwell
leojrhead.com · Technology
Somewhat visible. AI bots can read LeoJDRidgwell, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#790,994 of 2,638,109 in Technology for AI visibility
5.1
/10
AEO Score
About LeoJDRidgwell
from our crawl and measurement
Home is a business whose own site puts it this way: "Personal site of Leo JD Ridgwell where I blog about my personal work, personal life and personal projects." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
Our crawl found structured data on the page (Person, Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
10
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion 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 5.1/10, LeoJDRidgwell has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LeoJDRidgwell
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on August 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/leojrhead
Cite this score: Engagemii (2026). "AEO Score for LeoJDRidgwell." Retrieved from https://engagemii.com/aeo/brands/leojrhead
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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