#459,774 OF 918,024 IN EDUCATION
SCORE HISTORY BEGINS 2026-09-20
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AI Visibility Scorecard
bytesandmolecules.org · Education
Borderline visible. AI bots can crawl University of Southampton, 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
#459,774 of 918,024 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
2
AI Adoption
iBasic · 2/100
from our crawl and measurement
"Professor Jeremy Frey is a Professor of Physical Chemistry at the University of Southampton." That is how Professor Jeremy Frey of Southampton, Hampshire introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found structured data on the page (Organization, Person) and a readable heading structure. It is missing an llms.txt file and a sitemap.
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
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.
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 4.7/10, University of Southampton is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 September 20, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bytesandmolecules-org
Cite this score: Engagemii (2026). "AEO Score for University of Southampton." Retrieved from https://engagemii.com/aeo/brands/bytesandmolecules-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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