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AI Visibility Scorecard
viviankoch.substack.com · Technology
Somewhat visible. AI bots can read Airy Codes by Vivian Koch, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#56,665 of 2,640,351 in Technology for AI visibility
6.7
/10
AEO Score
from our crawl and measurement
Airy Codes by Vivian Koch is a business whose own site puts it this way: "A gentle resonance with the unseen, an intuitive understanding of one's place within the greater system, beyond categories, tangible only in motion." 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.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
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.
How the web signals your brand to AI
Backlinks
1
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
0
No social discussion found yet.
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, Airy Codes by Vivian Koch has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Airy Codes by Vivian Koch
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/viviankoch-substack
Cite this score: Engagemii (2026). "AEO Score for Airy Codes by Vivian Koch." Retrieved from https://engagemii.com/aeo/brands/viviankoch-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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