AI Visibility Scorecard
Clean Breeches, A Memoir
· E-commerce
At 0.60/10, Clean Breeches, A Memoir is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Content Structure, E-E-A-T Signals and AI Discoverability. That is fixable, and the signals below show where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
15
AI Naming Predictability
iRarely named · 15/100
E-commerce average 18
Top 73% of E-commerce
See what's behind this score →0.60
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
E-commerce average 27
See what's behind this score →0
About Clean Breeches, A Memoir
from our crawl and measurement
Clean Breeches, A Memoir is a business whose own site puts it this way: "A memoir of Philip Parker’s journey as an early 20th-century immigrant, WWI soldier in Europe, and his post-war life in New York City." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 0.60 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
- Company ·
- Clean Breeches, A Memoir
- Website ·
- cleanbreeches.com
- Industry ·
- E-commerce
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 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
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 0.60/10, Clean Breeches, A Memoir is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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/cleanbreeches
Cite this score: Engagemii (2026). "AEO Score for Clean Breeches, A Memoir." Retrieved from https://engagemii.com/aeo/brands/cleanbreeches
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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