AI Visibility Scorecard
Making College Count
makingcollegecountbook.com · Education
Borderline visible. AI bots can crawl Making College Count, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#842,250 of 937,618 in Education for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
55
Muse Index Score
iAI agent readiness
Transactable · 55/100
0
AI Adoption
iNone detected · 0/100
About Making College Count
from our crawl and measurement
Making College Count: A Christian Book for College Students is a business whose own site puts it this way: "Author and college ministry leader in East Tennessee." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, WebPage, Person), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
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
Weak
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 3.5/10, Making College Count is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why did you really go to college?
For most students the honest answer is some version of the American Dream: a good degree, a good job, a comfortable life. Nobody sets out to drift. It happens one semester at a time, until you look up and wonder whether you already missed your shot. However long you're here, you don't get this time back. These years are meant for something far greater than a resume.
How to start?
Order a copyPaperback or Kindle, whichever you'll actually read. Grab a few friendsEvery chapter ends with discussion questions. This book works better out loud. Make a plan for the semester in front of youNot someday. The one that starts in a few weeks.
Is this your brand?
The exact fixes for Making College Count
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Making College Count.
Source & Attribution
Scored by Engagemii on October 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/makingcollegecountbook
Cite this score: Engagemii (2026). "AEO Score for Making College Count." Retrieved from https://engagemii.com/aeo/brands/makingcollegecountbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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