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AI Visibility Scorecard
Hatbox: A Modern Haberdashery
hatbox.com · Food & Beverage
Borderline visible. AI bots can crawl Hatbox: A Modern Haberdashery, 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 3 times
Amazon Alexa · Claude
#423,838 of 1,354,263 in Food & Beverage for AI visibility
4.9
/10
AEO Score
About Hatbox: A Modern Haberdashery
from our crawl and measurement
Hatbox: A Modern Haberdashery describes itself simply: "Our Hatbox Signature Collection features beautifully handwoven Panama Straws as well as authentic (and affordable!) durable, canvas and felt cowboy hats." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and AmazonBot (Alexa AI).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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
3
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, Hatbox: A Modern Haberdashery is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Hatbox: A Modern Haberdashery
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Hatbox: A Modern Haberdashery.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hatbox
Cite this score: Engagemii (2026). "AEO Score for Hatbox: A Modern Haberdashery." Retrieved from https://engagemii.com/aeo/brands/hatbox
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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