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AI Visibility Scorecard
Chaotic Good Computing
chaoticgood.computer · Technology
Somewhat visible. AI bots can read Chaotic Good Computing, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#885,572 of 2,836,727 in Technology for AI visibility
5.1
/10
AEO Score
About Chaotic Good Computing
from our crawl and measurement
"Articles for the data and engineering consulting practice Chaotic Good Computing, as well as personal notes by Spencer Elkington." That is how Chaotic Good Computing introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is a clearly stated business identity, structured data describing the business and credibility markers like credentials or reviews.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
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 5.1/10, Chaotic Good Computing has a working base to build on - fixable, and the signals above are where to start.
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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/chaoticgood-computer
Cite this score: Engagemii (2026). "AEO Score for Chaotic Good Computing." Retrieved from https://engagemii.com/aeo/brands/chaoticgood-computer
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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