AI Visibility Scorecard
Yearbooks and School Leavers' Books
yearbook.com · Education
Borderline visible. AI bots can crawl Yearbooks and School Leavers' Books, 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.
AI engines read this profile 9 times
Claude · Meta AI · Apple Intelligence · ShapBot
#76,642 of 937,618 in Education for AI visibility
2
5
AEO Visibility
iBorderline · 4.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Yearbooks and School Leavers' Books
from our crawl and measurement
Yearbooks and School Leavers' Books is a business whose own site puts it this way: "Yearbook Machine is an easy-to-use online yearbook creation system that allows students and other groups to make high quality printed yearbooks and school leavers’ books." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and 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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.6/10, Yearbooks and School Leavers' Books is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Yearbooks and School Leavers' Books
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/yearbook
Cite this score: Engagemii (2026). "AEO Score for Yearbooks and School Leavers' Books." Retrieved from https://engagemii.com/aeo/brands/yearbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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