#2,096,978 OF 2,700,873 IN TECHNOLOGY
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AI Visibility Scorecard
Codumentation: When Documentation Becomes Code
codumentation.com · Technology
Borderline visible. AI bots can crawl Codumentation: When Documentation Becomes Code, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude
#2,096,978 of 2,700,873 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About Codumentation: When Documentation Becomes Code
from our crawl and measurement
Codumentation: When Documentation Becomes Code is a business whose own site puts it this way: "Markus Hav proposes a fundamental shift in technical documentation: treating claims as executable specifications that must prove themselves against the codebase." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.1 out of 10.
Our crawl found a readable heading structure. It 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
9
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
1
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 3.3/10, Codumentation: When Documentation Becomes Code is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Codumentation: When Documentation Becomes Code
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codumentation
Cite this score: Engagemii (2026). "AEO Score for Codumentation: When Documentation Becomes Code." Retrieved from https://engagemii.com/aeo/brands/codumentation
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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