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AI Visibility Scorecard
4D Lab
4dlab.org · Nonprofits
Borderline visible. AI bots can crawl 4D Lab, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#448,799 of 624,466 in Nonprofits for AI visibility
4.1
/10
AEO Score
About 4D Lab
from 4dlab.org
ABOUTOVERVIEWLed by Professor Lori Foster, the 4D Lab consists of researchers from the Department of Psychology at North Carolina State University.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 4.1/10, 4D Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 4D Lab
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Here's the moment that happens on nonprofit websites every single day.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/4dlab-org
Cite this score: Engagemii (2026). "AEO Score for 4D Lab." Retrieved from https://engagemii.com/aeo/brands/4dlab-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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