AI Visibility Scorecard
ggplot2: Elegant Graphics for Data Analysis (3e)
ggplot2-book.org · Technology
Somewhat visible. AI bots can read ggplot2: Elegant Graphics for Data Analysis (3e), but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Meta AI · Claude · ChatGPT · Apple Intelligence
#323,789 of 2,707,789 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About ggplot2: Elegant Graphics for Data Analysis (3e)
from our crawl and measurement
"You can learn what’s changed from the 2nd edition in the Preface." That is how ggplot2: Elegant Graphics for Data Analysis (3e) introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Good
Social discussion and mentions.
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 5.6/10, ggplot2: Elegant Graphics for Data Analysis (3e) has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for ggplot2: Elegant Graphics for Data Analysis (3e)
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ggplot2-book-org
Cite this score: Engagemii (2026). "AEO Score for ggplot2: Elegant Graphics for Data Analysis (3e)." Retrieved from https://engagemii.com/aeo/brands/ggplot2-book-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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