AI Visibility Scorecard
College Raptor
collegeraptor.com · Education
Somewhat visible. AI bots can read College Raptor, but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 144 times
Meta AI · ChatGPT · Claude · Perplexity
#1,182 of 937,766 in Education for AI visibility
95
AI Naming Predictability
iAI names companies like this often · 95/100
Education average 14
Top 1% of Education
See what's behind this score →6
-
Network Authority
iNot connected yet
Education average 0.0
0 relationships · Education average 4
See what's behind this score →5
8
About College Raptor
from our crawl and measurement
College Raptor is a business whose own site puts it this way: "College Raptor helps high school families find the best college matches that offer the most grants & scholarships for FREE!." Its AI visibility score is 6.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 138 times in our tracking, including GPTBot (ChatGPT), Applebot (Siri) and ClaudeBot (Anthropic).
- Company ·
- College Raptor
- Website ·
- collegeraptor.com
- Industry ·
- Education
- Location ·
- Iowa City, Iowa
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Oct 22, 2026
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
Fair
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
Fair
Established authority for your domain.
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 read your site and name it in answers. At 6.1/10, College Raptor has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for College Raptor
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The AEO Checklist Every Small Business Owner Needs Right Now
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 October 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/collegeraptor
Cite this score: Engagemii (2026). "AEO Score for College Raptor." Retrieved from https://engagemii.com/aeo/brands/collegeraptor
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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