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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 2 times
Claude
#423,840 of 1,354,489 in Food & Beverage for AI visibility
4.9
/10
AEO Score
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 4.9 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
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
1
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
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
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 4.9/10, Frank's Matchbox Lesney page is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Frank's Matchbox Lesney page
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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