AI Visibility Scorecard
Katherine Lyons
katherine-lyons.com · Media & Entertainment
Borderline visible. AI bots can crawl Katherine Lyons, 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
#1,009,930 of 1,966,702 in Media & Entertainment for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 77% of Media & Entertainment companies
4
AEO Visibility
iNear-invisible · 3.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Katherine Lyons
from our crawl and measurement
Katherine Lyons describes itself simply: "A brilliant chemist discovers that love can’t be calculated, a duke’s illegitimate son dares to reach for happiness despite the odds against him, and a wayward Welsh beauty learns that." When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
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 3.6/10, Katherine Lyons is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Katherine Lyons
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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 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/katherine-lyons
Cite this score: Engagemii (2026). "AEO Score for Katherine Lyons." Retrieved from https://engagemii.com/aeo/brands/katherine-lyons
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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