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AI Visibility Scorecard
Claire Sandman Malcomb
cesmalcomb.com · Education
Somewhat visible. AI bots can read Claire Sandman Malcomb, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Apple Intelligence
#309,022 of 860,918 in Education for AI visibility
5.1
/10
AEO Score
About Claire Sandman Malcomb
from our crawl and measurement
Claire Sandman Malcomb describes itself simply: "Claire Sandman Malcomb (she/her) is an Assistant Professor of Management at the Bill Munday School of Business at St. Edward's University." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
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
7
Inbound links from other sites.
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 5.1/10, Claire Sandman Malcomb has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Claire Sandman Malcomb
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
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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/cesmalcomb
Cite this score: Engagemii (2026). "AEO Score for Claire Sandman Malcomb." Retrieved from https://engagemii.com/aeo/brands/cesmalcomb
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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