AI Visibility Scorecard
cmscoffee.co · Real Estate
At 2.5/10, COFFEE Scholarship is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · Perplexity
7
AI Naming Predictability
iRarely named · 7/100
Real Estate average 4
Top 31% of Real Estate
See what's behind this score →2.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Real Estate average 1. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Real Estate average 13
See what's behind this score →0
from our crawl and measurement
COFFEE Scholarship is a business whose own site puts it this way: "The CMS Career Opportunity Funds for Enthusiastic Entrepreneurs (COFFEE) was founded in 2022 by Corrina Carter, CEO of CMS Mortgage Solutions Inc, Learning with Corrina and That Girl." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.5 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.5/10, COFFEE Scholarship is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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The exact fixes for COFFEE Scholarship
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cmscoffee-co
Cite this score: Engagemii (2026). "AEO Score for COFFEE Scholarship." Retrieved from https://engagemii.com/aeo/brands/cmscoffee-co
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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