AI Visibility Scorecard
Firehouse Shirt Club
firestationshirts.com · Fashion & Apparel
Borderline visible. AI bots can crawl Firehouse Shirt Club, 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
#103,178 of 245,937 in Fashion & Apparel for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
30
Muse Index Score
iAI agent readiness
Transactable · 30/100
0
AI Adoption
iNone detected · 0/100
About Firehouse Shirt Club
from our crawl and measurement
"Firehouse Shirt Club, the original firehouse shirt club since 2011, delivers exclusive t-shirts featuring authentic designs from real fire stations." That is how Firehouse Shirt Club introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.7/10, Firehouse Shirt Club is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How Does It Work?
Become a member Start a shirt or patch membership...or both!Active members have first access and collect CREW REWARDS! Collect Every Month Every month is a new featured fire station with exclusive artwork. Check out the PAST STATIONS.
Is this your brand?
The exact fixes for Firehouse Shirt Club
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Firehouse Shirt Club.
Source & Attribution
Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/firestationshirts
Cite this score: Engagemii (2026). "AEO Score for Firehouse Shirt Club." Retrieved from https://engagemii.com/aeo/brands/firestationshirts
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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