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Thonk From First Principles
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. Two-thirds of websites are invisible to them. Thonk From First Principles just got measured.
5.5/10 means Thonk From First Principles is somewhat visible. AI bots can read you, but you are missing the structured signals that would push citation rate above competitors.
About Thonk From First Principles
ML Systems from first principles. Aims to be better than a ChatGPT summary. Click to read Thonk From First Principles, by Horace He, a Substack publication with thousands of subscribers.
Key Topics
Details
Industry: Other
thonking.aiAI Visibility Breakdown
1
Structured Data
7
Content Structure
6
Entity Clarity
4
E-E-A-T Signals
7
Technical AEO
2
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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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.
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Source & Attribution
Scored by Engagemii on July 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thonking-ai
Cite this score: Engagemii (2026). "AEO Score for Thonk From First Principles." Retrieved from https://engagemii.com/aeo/brands/thonking-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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