Reserved for Merlin's Notebook

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Merlin's Notebook

Merlin's Notebook

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AEO Score: 4/10

Monitoring for AI engine activity

In the Engagemii AEO index

bmbumpus.com

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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. 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.

About Merlin's Notebook

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.

Key Topics

Merlin's Notebook

Details

Industry: Education

bmbumpus.com

AI Visibility Breakdown

1

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

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Exact fixes: robots.txt, schema, llms.txt

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AI bot crawls from ChatGPT, Claude, Perplexity, Gemini

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Picked for Merlin's Notebook: How-To

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/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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