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AI Visibility Scorecard
The Stoddard Lab
marycstoddard.com · Technology
Somewhat visible. AI bots can read The Stoddard Lab, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Meta AI
#155,469 of 2,660,234 in Technology for AI visibility
6
AEO Visibility
iVisible · 6.2/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About The Stoddard Lab
from our crawl and measurement
The Stoddard Lab, based in Guyot Hall Princeton University Princeton, NJ, describes itself simply: "The Stoddard Lab at Princeton. We use a multidisciplinary approach to study animal coloration and avian sensory ecology, evolution and behavior." Its AI visibility score is 6.1 out of 10: the engines can find it, but they do not have much to hold on to.
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
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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
3
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
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 6.2/10, The Stoddard Lab has a working base to build on - fixable, and the signals above are where to start.
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/marycstoddard
Cite this score: Engagemii (2026). "AEO Score for The Stoddard Lab." Retrieved from https://engagemii.com/aeo/brands/marycstoddard
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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