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Chris Mack, Gentleman Scientist
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. Chris Mack, Gentleman Scientist just got measured.
4/10 means Chris Mack, Gentleman Scientist is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.
About Chris Mack, Gentleman Scientist
The life of a Gentleman Scientist: Chris Mack's personal page with the occasional professional ulterior motive.
Details
Industry: Education
lithoguru.comAI Visibility Breakdown
1
Structured Data
4
Content Structure
5
Entity Clarity
4
E-E-A-T Signals
6
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 June 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lithoguru
Cite this score: Engagemii (2026). "AEO Score for Chris Mack, Gentleman Scientist." Retrieved from https://engagemii.com/aeo/brands/lithoguru
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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