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AI Visibility Scorecard
MacArthur
mb-cdi.stanford.edu · Education
Well-positioned for AI search. The breakdown below shows where MacArthur is still leaving points on the table.
Monitoring for AI engine activity
In the Engagemii AEO index
#4,749 of 824,652 in Education for AI visibility
7.2
/10
AEO Score
About MacArthur
from mb-cdi.stanford.edu
The MacArthur-Bates Communicative Development Inventories (MB-CDIs)
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
4
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
10
Inbound links from other sites.
Domain Trust
8
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
9
Forum and community discussion.
9
Reddit mentions and discussion.
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 7.2/10, MacArthur has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MacArthur
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
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 May 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mb-cdi-stanford-edu
Cite this score: Engagemii (2026). "AEO Score for MacArthur." Retrieved from https://engagemii.com/aeo/brands/mb-cdi-stanford-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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