AI Visibility Scorecard
Authors Abroad & Caboodle Books Ltd
caboodleclassroom.com · Media & Entertainment
Borderline visible. AI bots can crawl Authors Abroad & Caboodle Books Ltd, 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
#1,607,390 of 1,965,818 in Media & Entertainment for AI visibility
4
AEO Visibility
iNear-invisible · 3.5/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Authors Abroad & Caboodle Books Ltd
from our crawl and measurement
Caboodle Classroom Library Authors Abroad is a business whose own site puts it this way: "Visit Caboodle Classroom Library Get access to a world of inspiring authors, poets and illustrators for your school, with teaching notes from CLPE." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
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 3.5/10, Authors Abroad & Caboodle Books Ltd is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What’s included?
Teaching notes includedKeep learning beyond the author video with Teaching Notes created by CLPE for every author – helping to inspire a lifelong love of reading. Download Teaching Notes by CLPE Affordable books.Every subscriber gets 30% discount off author books to support their virtual visit.
Is this your brand?
The exact fixes for Authors Abroad & Caboodle Books Ltd
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 September 20, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/caboodleclassroom
Cite this score: Engagemii (2026). "AEO Score for Authors Abroad & Caboodle Books Ltd." Retrieved from https://engagemii.com/aeo/brands/caboodleclassroom
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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