AI Visibility Scorecard
Christopher Laney
flyingcolorsbook.com · Media & Entertainment
Borderline visible. AI bots can crawl Christopher Laney, 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 1 times
Claude
#1,750,382 of 1,966,263 in Media & Entertainment for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Christopher Laney
from our crawl and measurement
"Official site of Christopher Laney, author of Flying Colors, a soul-stirring novel about finding your wings. Read the Dare to Soar blog and get book news." That is how Christopher Laney introduces itself. 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), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Strong
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
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, Christopher Laney is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Christopher Laney
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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.
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/flyingcolorsbook
Cite this score: Engagemii (2026). "AEO Score for Christopher Laney." Retrieved from https://engagemii.com/aeo/brands/flyingcolorsbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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