#4,072 OF 931,616 IN EDUCATION
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AI Visibility Scorecard
Center for Transportation Research
ctr.utk.edu · Education
Well-positioned for AI search. The breakdown below shows where Center for Transportation Research is still leaving points on the table.
Monitoring for AI engine activity
In the Engagemii AEO index
#4,072 of 931,616 in Education for AI visibility
8
AEO Visibility
iVisible · 7.9/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Center for Transportation Research
from our crawl and measurement
Homepage, based in Knoxville, TN, describes itself simply: "Managing a robust portfolio of $14.5 million across more than 300 active programs and projects, CTR bridges the gap between academic research and real-world impact by tackling modern." Measured against the twelve signals AI engines rely on, it scores 7.9 out of 10, a strong showing.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
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
10
Inbound links from other sites.
Domain Authority
6
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
8
Press and news coverage.
Community
9
Forum and community discussion.
Social Mentions
8
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 7.9/10, Center for Transportation Research has a working base to build on - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on September 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ctr-utk-edu
Cite this score: Engagemii (2026). "AEO Score for Center for Transportation Research." Retrieved from https://engagemii.com/aeo/brands/ctr-utk-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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