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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. Merlin's Notebook just got measured.
4/10 means Merlin's Notebook 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.
MeHomeOutreachResearchStudent SupervisionTalksTeaching at USP Merlin's Notebook A blog by Benjamin Merlin Bumpus Brasilian Category Theory: Website Launch This is a quick post for all of my non-Brasilian colleagues who are interested in learning about the research community here.
Industry: Education
bmbumpus.com1
Structured Data
6
Content Structure
5
Entity Clarity
5
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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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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Scored by Engagemii on June 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bmbumpus
Cite this score: Engagemii (2026). "AEO Score for Merlin's Notebook." Retrieved from https://engagemii.com/aeo/brands/bmbumpus
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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