AI Visibility Scorecard
College of Engineering
engineering.msu.edu · Education
Borderline visible. AI bots can crawl College of Engineering, 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.
AI engines read this profile 15 times
Meta AI · Claude · Perplexity · ByteDance AI
#24,002 of 937,788 in Education for AI visibility
8
5
AEO Visibility
iBorderline · 4.7/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About College of Engineering
from our crawl and measurement
College of Engineering is a East Lansing, MI business whose own site puts it this way: "Michigan State University College of Engineering offers world-class programs in engineering and computer science." 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 (EducationalOrganization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 15 times in our tracking, including ClaudeBot (Anthropic), Meta AI and PerplexityBot.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 4.7/10, College of Engineering is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for College of Engineering
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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 October 23, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/engineering-msu-edu
Cite this score: Engagemii (2026). "AEO Score for College of Engineering." Retrieved from https://engagemii.com/aeo/brands/engineering-msu-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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