AI Visibility Scorecard
Number Lab at Vanderbilt
numberlabvu.org · Education
Borderline visible. AI bots can crawl Number Lab at Vanderbilt, 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 7 times
Claude · Meta AI · Amazon Alexa · ShapBot
#111,925 of 937,618 in Education for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Number Lab at Vanderbilt
from our crawl and measurement
"Eric Wilkey, we investigate the neurocognitive mechanisms that support mathematical thinking and how learning and development shape the brain." That is how Number Lab at Vanderbilt introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4.2/10, Number Lab at Vanderbilt is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How do we do it?
We take an interdisciplinary approach that combines developmental psychology, neuroscience, and learning sciences to study math development. Sometimes we call it educational neuroscience. Other times we call it developmental cognitive neuroscience, cognitive psychology, educational psychology… It depends on the particular research question, the methods used in the study, or just the day of the week.
Who do we do it for?
We do our work with the hope that it makes a positive impact on several levels. We do this work for: People who think mathematically… and we believe that is everyone. Thinking mathematically enables people to navigate a world that is inherently mathematical–from baking and building to managing finances and consuming media.
Is this your brand?
The exact fixes for Number Lab at Vanderbilt
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Number Lab at Vanderbilt.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/numberlabvu-org
Cite this score: Engagemii (2026). "AEO Score for Number Lab at Vanderbilt." Retrieved from https://engagemii.com/aeo/brands/numberlabvu-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform