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AI Visibility Scorecard
mbsbooks.com · Education
Somewhat visible. AI bots can read MBS, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Apple Intelligence · Claude · ChatGPT · Meta AI
#184,570 of 891,517 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
MBS describes itself simply: "Reduce student costs, enhance learning experiences and ensure students have the course materials they need when they need them with the best retail systems and largest selection of new." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.6 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization), 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) and GPTBot (ChatGPT).
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
6
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
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
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
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
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 5.6/10, MBS has a working base to build on - fixable, and the signals above are where to start.
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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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mbsbooks
Cite this score: Engagemii (2026). "AEO Score for MBS." Retrieved from https://engagemii.com/aeo/brands/mbsbooks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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