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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.
Monitoring for AI engine activity
In the Engagemii AEO index
#136,429 of 228,603 in Fashion & Apparel for AI visibility
4.1
/10
AEO Score
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 3.8 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
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
6
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
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 4.1/10, 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
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 Let’s make this work book.
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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