AI Visibility Scorecard
Let’s make this work book
letsmakethisworkbook.com · Fashion & Apparel
Borderline visible. AI bots can crawl Let’s make this work book, 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 2 times
Claude · ChatGPT
#112,797 of 245,787 in Fashion & Apparel for AI visibility
5
AEO Visibility
iBorderline · 4.6/10
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
About Let’s make this work book
from our crawl and measurement
Let’s make this work the relationship workbook Let’s make this work book describes itself simply: "Without those things, even the strongest relationships can slowly drift apart.Let's Make This Work exists to help couples strengthen every part of their relationship." 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 (Organization, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.6/10, Let’s make this work book is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Let’s make this work book
Which AI engines already crawl you
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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.
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Source & Attribution
Scored by Engagemii on August 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/letsmakethisworkbook
Cite this score: Engagemii (2026). "AEO Score for Let’s make this work book." Retrieved from https://engagemii.com/aeo/brands/letsmakethisworkbook
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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