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AI Visibility Scorecard
The Crayon Letters
codecrayons.substack.com · Technology
Somewhat visible. AI bots can read The Crayon Letters, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#65,256 of 2,812,091 in Technology for AI visibility
6.7
/10
AEO Score
About The Crayon Letters
from our crawl and measurement
The Crayon Letters is a business whose own site puts it this way: "Parenting for a world that is changing faster than childhood ever has. Reflections on books, play, calm tech, and raising thinkers in the AI era, without rushing or...." Its AI visibility score is 6.7 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, 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
4
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
0
No inbound links found yet.
Domain Trust
8
Established authority for your domain.
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 6.7/10, The Crayon Letters has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for The Crayon Letters
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codecrayons-substack
Cite this score: Engagemii (2026). "AEO Score for The Crayon Letters." Retrieved from https://engagemii.com/aeo/brands/codecrayons-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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