#1,430,698 OF 1,952,444 IN MEDIA & ENTERTAINMENT
SCORE HISTORY BEGINS 2026-07-22
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AI Visibility Scorecard
Flatiron Books
hellbentleighbardugo.com · Media & Entertainment
Borderline visible. AI bots can crawl Flatiron 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 2 times
Claude · ChatGPT
#1,430,698 of 1,952,444 in Media & Entertainment for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Flatiron Books
from our crawl and measurement
Flatiron Books describes itself simply: "A new Alex Stern novel from Leigh Bardugo, #1 bestselling author of Ninth House and creator of the Grishaverse, now the Netflix series Shadow and Bone." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
3
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
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 3.7/10, Flatiron Books is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Flatiron Books
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Flatiron Books.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hellbentleighbardugo
Cite this score: Engagemii (2026). "AEO Score for Flatiron Books." Retrieved from https://engagemii.com/aeo/brands/hellbentleighbardugo
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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