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AI Visibility Scorecard
Spatial Data Visualization with tmap
tmap.geocompx.org · Technology
Somewhat visible. AI bots can read Spatial Data Visualization with tmap, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Meta AI
#134,341 of 2,650,958 in Technology for AI visibility
6.3
/10
AEO Score
About Spatial Data Visualization with tmap
from our crawl and measurement
"Spatial Data Visualization with tmap: A Practical Guide to Thematic Mapping in R is a free, open-source book that teaches you how to create static and interactive maps using the tmap." That is how Spatial Data Visualization with tmap introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.3 out of 10, readable in places, missing in others.
The site gets some of it right: it has a sitemap, a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
AI crawlers have visited the site once in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
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
2
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
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
3
Forum and community discussion.
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 6.3/10, Spatial Data Visualization with tmap has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Spatial Data Visualization with tmap
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/tmap-geocompx-org
Cite this score: Engagemii (2026). "AEO Score for Spatial Data Visualization with tmap." Retrieved from https://engagemii.com/aeo/brands/tmap-geocompx-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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