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AI Visibility Scorecard
the weekly scrapbook
theweeklyscrapbook.substack.com · Other
Somewhat visible. AI bots can read the weekly scrapbook, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
6
/10
AEO Score
About the weekly scrapbook
from our crawl and measurement
the weekly scrapbook is a business whose own site puts it this way: "welcome to the weekly scrapbook: a collection of thoughts, reflections and experiences on what it means to navigate modern life." As far as answer engines are concerned it may as well not exist yet: 1.4 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
4
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
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 Trust
0
Little domain authority yet.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
10
Press and news coverage.
Community
10
Forum and community discussion.
0
No Reddit mentions 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 6/10, the weekly scrapbook has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for the weekly scrapbook
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 the weekly scrapbook.
Source & Attribution
Scored by Engagemii on August 12, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/theweeklyscrapbook-substack
Cite this score: Engagemii (2026). "AEO Score for the weekly scrapbook." Retrieved from https://engagemii.com/aeo/brands/theweeklyscrapbook-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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