AI Visibility Scorecard
Frank's Matchbox Lesney page
fcarnahan.com · Food & Beverage
Borderline visible. AI bots can crawl Frank's Matchbox Lesney page, 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 5 times
Claude · Meta AI
#824,650 of 1,394,000 in Food & Beverage for AI visibility
87
AI Naming Predictability
iLikely to be named · 87/100
4
AEO Visibility
iBorderline · 4.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Frank's Matchbox Lesney page
from our crawl and measurement
"Matchbox® Lesney regular wheel (circa 1953, 69) collector's pages with links & Matchbox® information: history, books, clubs, conventions, collectors, dealers, boxes, wheels, etc." That is how Frank's Matchbox Lesney page introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
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
Weak
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 4.1/10, Frank's Matchbox Lesney page is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Frank's Matchbox Lesney page
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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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fcarnahan
Cite this score: Engagemii (2026). "AEO Score for Frank's Matchbox Lesney page." Retrieved from https://engagemii.com/aeo/brands/fcarnahan
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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