▼ 1.3 since Jul 2026
#871,249 OF 927,803 IN EDUCATION
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AI Visibility Scorecard
Dr. Collier's MUDD Lab
colliermuddlab.com · Education
At 2.7/10, Dr. Collier's MUDD Lab is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#871,249 of 927,803 in Education for AI visibility
3
AEO Visibility
iNear-invisible · 2.7/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
2
AI Adoption
iBasic · 2/100
About Dr. Collier's MUDD Lab
from our crawl and measurement
Dr. Collier's MUDD Lab is a business whose own site puts it this way: "My expertise in both causal machine learning and structural equation modeling has made me a valuable contributor to a wide range of research projects, particularly in fields like special." As far as answer engines are concerned it may as well not exist yet: 2.4 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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
1
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.
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 2.7/10, Dr. Collier's MUDD Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Dr. Collier's MUDD Lab
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/colliermuddlab
Cite this score: Engagemii (2026). "AEO Score for Dr. Collier's MUDD Lab." Retrieved from https://engagemii.com/aeo/brands/colliermuddlab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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