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AI Visibility Scorecard
Preface and Notes
immun0.com · Technology
At 2.9/10, Preface and Notes 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
#2,559,749 of 2,787,819 in Technology for AI visibility
2.9
/10
AEO Score
About Preface and Notes
from our crawl and measurement
"This is a complete isntroduction to analyzing cytometry data with R, starting with how to set up an RStudio envrionment working through to producing journal quality figures." That is how Preface and Notes introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 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
8
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
0
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
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 2.9/10, Preface and Notes is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Preface and Notes
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/immun0
Cite this score: Engagemii (2026). "AEO Score for Preface and Notes." Retrieved from https://engagemii.com/aeo/brands/immun0
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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