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AI Visibility Scorecard
Johno the Coder
johnothecoder.uk · Technology
Somewhat visible. AI bots can read Johno the Coder, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
ChatGPT · Claude
#178,930 of 2,808,083 in Technology for AI visibility
6.2
/10
AEO Score
About Johno the Coder
from our crawl and measurement
Johno the Coder is a business whose own site puts it this way: "Systems Engineer, Tech Leader and Architect." Its AI visibility score is 6.2 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 (CollectionPage, BreadcrumbList, WebSite), a sitemap, a readable heading structure. It also found the gaps that keep answer engines guessing: an llms.txt file.
Our monitoring has logged 4 AI crawler visits here: the engines come, the question is what they find.
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
6
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
7
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
8
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
2
Forum and community discussion.
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 6.2/10, Johno the Coder has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Johno the Coder
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnothecoder-uk
Cite this score: Engagemii (2026). "AEO Score for Johno the Coder." Retrieved from https://engagemii.com/aeo/brands/johnothecoder-uk
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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