AI Visibility Scorecard
winter lab
winter-lab.com · Education
Somewhat visible. AI bots can read winter lab, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Meta AI · Claude · Apple Intelligence
#133,389 of 936,963 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
2
AI Adoption
iBasic · 2/100
About winter lab
from our crawl and measurement
"This work challenges the traditional degradation-centric model of SERD activity and reveals a novel mechanism of action: SERDs directly induce the SUMOylation of ERα, triggering its." That is how winter lab introduces itself. Its AI visibility score is 5.7 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 once 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
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
Fair
Established authority for your domain.
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 5.7/10, winter lab has a working base to build on - fixable, and the signals above are where to start.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/winter-lab
Cite this score: Engagemii (2026). "AEO Score for winter lab." Retrieved from https://engagemii.com/aeo/brands/winter-lab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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