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AI Visibility Scorecard
Aaron Kenton's musing on web development and life in general
aaronkenton.com · Technology
At 2.7/10, Aaron Kenton's musing on web development and life in general is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,406,408 of 2,641,258 in Technology for AI visibility
2.7
/10
AEO Score
About Aaron Kenton's musing on web development and life in general
from our crawl and measurement
Aaron Kenton's musing on web development and life in general describes itself simply: "There is something unusual about running a company of one (and yes I have read the book) in that so much of my progress, my trials, my frustrations and my triumphs are largely experienced." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
3
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 2.7/10, Aaron Kenton's musing on web development and life in general is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Aaron Kenton's musing on web development and life in general
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/aaronkenton
Cite this score: Engagemii (2026). "AEO Score for Aaron Kenton's musing on web development and life in general." Retrieved from https://engagemii.com/aeo/brands/aaronkenton
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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