AI Visibility Scorecard
halfdozenandone.com · Education
Borderline visible. AI bots can crawl Half Dozen and One, 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
#500,917 of 936,906 in Education for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Half Dozen and One describes itself simply: "Half Dozen & One is a family-run maker brand offering useful handmade goods and sharing real sewing, farm, DIY, motorcycle, travel, and family projects." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
Strong
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.
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.
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, Half Dozen and One is crawlable but under-signaled - fixable, and the signals above are where to start.
What Is Half Dozen & One?
Half Dozen & One is our family-run maker and lifestyle brand, built around the things we already make, grow, fix, ride, and use.It brings together handmade goods, sewing, farm life, food, practical projects, motorcycles, travel, and the everyday work of building a creative family business.We are not creating a lifestyle for the internet. We are sharing the real one already happening around us.
Is this your brand?
The exact fixes for Half Dozen and One
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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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Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/halfdozenandone
Cite this score: Engagemii (2026). "AEO Score for Half Dozen and One." Retrieved from https://engagemii.com/aeo/brands/halfdozenandone
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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