#6,816 OF 918,024 IN EDUCATION
SCORE HISTORY BEGINS 2026-09-13
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AI Visibility Scorecard
Carolyn Garman
carolyngarman228185.substack.com · Education
Well-positioned for AI search. The breakdown below shows where Carolyn Garman is still leaving points on the table.
AI engines read this profile 1 times
ChatGPT
#6,816 of 918,024 in Education for AI visibility
8
AEO Visibility
iVisible · 7.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Carolyn Garman
from our crawl and measurement
Carolyn Garman is a business whose own site puts it this way: "Environmental Geologist/Hydrogeologist BS Geology VA Tech 1981 MS Geology CO School of Mines 1989. Click to read Carolyn Garman on Substack. Launched 2 years ago." Measured against the twelve signals AI engines rely on, it scores 7.5 out of 10, a strong showing.
The site 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
2
Clear headings and answer-style content.
Entity Clarity
4
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
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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
8
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
10
Press and news coverage.
Community
10
Forum and community discussion.
Social Mentions
10
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 7.5/10, Carolyn Garman has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Carolyn Garman
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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 September 13, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/carolyngarman228185-substack
Cite this score: Engagemii (2026). "AEO Score for Carolyn Garman." Retrieved from https://engagemii.com/aeo/brands/carolyngarman228185-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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