AI Visibility Scorecard
The Lost Subways
lostsubways.com · Travel & Hospitality
Borderline visible. AI bots can crawl The Lost Subways, 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 14 times
Meta AI · Claude · Apple Intelligence
#20,464 of 457,187 in Travel & Hospitality for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 88% of Travel & Hospitality companies
5
AEO Visibility
iBorderline · 4.6/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About The Lost Subways
from our crawl and measurement
The Lost Subways is a business whose own site puts it this way: "Official website for Jake Berman's book, The Lost Subways of North America, containing transit maps and his writings on cities." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
On the page itself the strengths are clear: a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a workable page structure. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it, people discuss it in places AI engines read and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Strong
Inbound links from other sites.
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
Fair
Forum and community discussion.
Social Mentions
Fair
Social discussion and mentions.
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 4.6/10, The Lost Subways is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lostsubways
Cite this score: Engagemii (2026). "AEO Score for The Lost Subways." Retrieved from https://engagemii.com/aeo/brands/lostsubways
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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