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AI Visibility Scorecard
The Willoughby Chronicles
willoughbychronicles.com · Health & Wellness
At 0.5/10, The Willoughby Chronicles is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#366,218 of 367,264 in Health & Wellness for AI visibility
0.5
/10
AEO Score
About The Willoughby Chronicles
from our crawl and measurement
The Willoughby Chronicles describes itself simply: "Explore our curated list of fantasy book recommendations that will transport you to magical worlds and thrilling adventures. Discover your next favorite read!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
0
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
0
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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.
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 0.5/10, The Willoughby Chronicles is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Willoughby Chronicles
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on July 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/willoughbychronicles
Cite this score: Engagemii (2026). "AEO Score for The Willoughby Chronicles." Retrieved from https://engagemii.com/aeo/brands/willoughbychronicles
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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