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AI Visibility Scorecard
Guido Kessels
guidokessels.dev · Technology
Somewhat visible. AI bots can read Guido Kessels, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#240,168 of 2,706,372 in Technology for AI visibility
6
/10
AEO Score
About Guido Kessels
from our crawl and measurement
Guido Kessels is a Stockholm, Stockholm County, Sweden business whose own site puts it this way: "For Nettuts+ I wrote an article covering advanced unit testing techniques in JavaScript like mocks, stubs and spies using the BusterJS testing framework in combination with SinonJS." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (PublicationIssue, WebPage, Person) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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 6/10, Guido Kessels has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Guido Kessels
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Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/guidokessels-dev
Cite this score: Engagemii (2026). "AEO Score for Guido Kessels." Retrieved from https://engagemii.com/aeo/brands/guidokessels-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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