AI Visibility Scorecard
QC-CFE
qccfe.com · Education
Somewhat visible. AI bots can read QC-CFE, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · ShapBot
#133,497 of 937,437 in Education for AI visibility
50
AI Naming Predictability
iSometimes named · 50/100
6
AEO Visibility
iBorderline · 5.7/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About QC-CFE
from our crawl and measurement
QC-CFE is a business whose own site puts it this way: "Queen's College Centre for Further Education (QC-CFE) is fast becoming the educational institute of choice for adult lifelong learning in The Bahamas." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Good
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
Strong
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
Strong
Inbound links from other sites.
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 5.7/10, QC-CFE has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for QC-CFE
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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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qccfe
Cite this score: Engagemii (2026). "AEO Score for QC-CFE." Retrieved from https://engagemii.com/aeo/brands/qccfe
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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