#811,720 OF 925,612 IN EDUCATION
SCORE HISTORY BEGINS 2026-07-11
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AI Visibility Scorecard
John Macomber
libgentech.com · Education
Borderline visible. AI bots can crawl John Macomber, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#811,720 of 925,612 in Education for AI visibility
3
AEO Visibility
iNear-invisible · 3.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About John Macomber
from our crawl and measurement
John Macomber is a business whose own site puts it this way: "John Macomber I'm a University instructor of Information Literacy & Liberal Arts and an Information Science Technologist." When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
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 3.2/10, John Macomber is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John Macomber
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/libgentech
Cite this score: Engagemii (2026). "AEO Score for John Macomber." Retrieved from https://engagemii.com/aeo/brands/libgentech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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