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AI Visibility Scorecard
Columbia University Free Speech Alliance
columbiafreespeech.com · Education
Borderline visible. AI bots can crawl Columbia University Free Speech Alliance, 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
#702,533 of 876,923 in Education for AI visibility
3.6
/10
AEO Score
About Columbia University Free Speech Alliance
from our crawl and measurement
"A community of alumni devoted to protecting free speech and intellectual pluralism at Columbia University in the City of New York." That is how Columbia University Free Speech Alliance introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a sitemap. It is missing 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
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 3.6/10, Columbia University Free Speech Alliance is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Columbia University Free Speech Alliance
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/columbiafreespeech
Cite this score: Engagemii (2026). "AEO Score for Columbia University Free Speech Alliance." Retrieved from https://engagemii.com/aeo/brands/columbiafreespeech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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