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AI Visibility Scorecard
generativist.substack.com · Other
Somewhat visible. AI bots can read Johnny Goes To Silicon Valley, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
6.7
/10
AEO Score
from our crawl and measurement
Johnny Goes To Silicon Valley is a business whose own site puts it this way: "Extremely Online Architecture. Click to read Johnny Goes To Silicon Valley, by Johnny Misses Public Ideation, a Substack publication with hundreds of subscribers." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places, missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, 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
4
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
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.
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, Johnny Goes To Silicon Valley has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Johnny Goes To Silicon Valley
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/generativist-substack
Cite this score: Engagemii (2026). "AEO Score for Johnny Goes To Silicon Valley." Retrieved from https://engagemii.com/aeo/brands/generativist-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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