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AI Visibility Scorecard
THE NEW SCIENCE OF MAPS
geospatialdataessentials.com · Technology
At 3/10, THE NEW SCIENCE OF MAPS 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
#2,444,641 of 2,811,264 in Technology for AI visibility
3
/10
AEO Score
About THE NEW SCIENCE OF MAPS
from our crawl and measurement
THE NEW SCIENCE OF MAPS describes itself simply: "A learning platform for modern geospatial data science. Python, machine learning, and spatial analysis taught by Milan Janosov, ranked #1 in Data Science on LinkedIn. Launching July 2026." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, 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 site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
5
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
7
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 3/10, THE NEW SCIENCE OF MAPS is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for THE NEW SCIENCE OF MAPS
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Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/geospatialdataessentials
Cite this score: Engagemii (2026). "AEO Score for THE NEW SCIENCE OF MAPS." Retrieved from https://engagemii.com/aeo/brands/geospatialdataessentials
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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