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AI Visibility Scorecard
harvarduc.org · Education
Somewhat visible. AI bots can read Harvard Undergraduate Council, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Meta AI
#96,743 of 881,539 in Education for AI visibility
6
/10
AEO Score
from our crawl and measurement
Harvard Undergraduate Council is a Cambridge, MA business whose own site puts it this way: "Established in 1982, The Harvard Undergraduate Council is Harvard College's official 51 member student government. Visit our website to learn more about what we do." Its AI visibility score is 6.0 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
2
Established authority for your domain.
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.
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 6/10, Harvard Undergraduate Council has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Harvard Undergraduate Council
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Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/harvarduc-org
Cite this score: Engagemii (2026). "AEO Score for Harvard Undergraduate Council." Retrieved from https://engagemii.com/aeo/brands/harvarduc-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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