SCORE HISTORY BEGINS 2026-09-19
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AI Visibility Scorecard
Builder Stack ๐ฉ๐ช Journal
builderstackjournal.substack.com ยท Other
Well-positioned for AI search. The breakdown below shows where Builder Stack ๐ฉ๐ช Journal is still leaving points on the table.
Monitoring for AI engine activity
In the Engagemii AEO index
8
AEO Visibility
iVisible ยท 7.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready ยท 0/100
0
AI Adoption
iNone detected ยท 0/100
About Builder Stack ๐ฉ๐ช Journal
from our crawl and measurement
Builder Stack ๐ฉ๐ช Journal is a business whose own site puts it this way: "A build-in-public journal aimed at making self-employment in Germany less confusing and a lot more doable. Click to read Builder Stack ๐ฉ๐ช Journal, by Chris Wilson, a Substack publication." Measured against the twelve signals AI engines rely on, it scores 7.5 out of 10, a strong showing.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better ยท 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
10
Inbound links from other sites.
Domain Authority
8
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
10
Press and news coverage.
Community
10
Forum and community discussion.
Social Mentions
10
Social discussion and mentions.
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 7.5/10, Builder Stack ๐ฉ๐ช Journal has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Builder Stack ๐ฉ๐ช Journal
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on September 19, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/builderstackjournal-substack
Cite this score: Engagemii (2026). "AEO Score for Builder Stack ๐ฉ๐ช Journal." Retrieved from https://engagemii.com/aeo/brands/builderstackjournal-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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