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AI visibility score
2.23/ 10Near-invisible

▲ 0.03 since Nov 2026

Top 25% in Education

As of 2026-11-09 · Engagemii Index

AI Visibility Scorecard

Half Dozen and One

Half Dozen and One

Unclaimed

halfdozenandone.com · Education

At 2.23/10, Half Dozen and One is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.

AI engines read this profile 1 times

Claude

Top 25% in Education for AI visibility

3

AI Naming Predictability

i

Rarely named · 3/100

Education average 14

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2.23

AEO Visibility

i

Near-invisible · 2.23/10

Education average 1.5

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.

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25

Muse Index Score

i

AI agent readiness

Basic · 25/100

Education average 13

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0

AI Adoption

i

None detected · 0/100

Education average 0

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About Half Dozen and One

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 2.23 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.

Company ·
Half Dozen and One
Industry ·
Education
Site status ·
Live (The website showed an active business site when last checked (Nov 1, 2026).)
Last scored ·
Nov 9, 2026

The 6 on-page 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

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.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

-

Not yet measured.

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 read your site and name it in answers. At 2.23/10, Half Dozen and One is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Frequently Asked Questions

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.

Picked for Half Dozen and One: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on November 9, 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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