AI Visibility Scorecard
The Lighthouse with Cait Flanders
caitflanders.substack.com · Media & Entertainment
Borderline visible. AI bots can crawl The Lighthouse with Cait Flanders, 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
#786,756 of 1,965,647 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About The Lighthouse with Cait Flanders
from our crawl and measurement
"Home of the mini memoir. Written by an author from the west coast of Canada, now landlocked in the middle of the UK. Click to read The Lighthouse with Cait Flanders, a Substack...." That is how The Lighthouse with Cait Flanders introduces itself. When AI engines look at it, they find little to work with. It scores 4.8 out of 10.
The site gets some of it right: it has a sitemap. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
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
Strong
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
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 4.8/10, The Lighthouse with Cait Flanders is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Lighthouse with Cait Flanders
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/caitflanders-substack
Cite this score: Engagemii (2026). "AEO Score for The Lighthouse with Cait Flanders." Retrieved from https://engagemii.com/aeo/brands/caitflanders-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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