Machine Yearning

Name: Machine Yearning - AI Visibility Score
Creator: Engagemii
Published: 2026-06-28T06:24:23.453Z
License: https://creativecommons.org/licenses/by/4.0/

Unclaimed

AEO Score: 4/10

Monitoring for AI engine activity

In the Engagemii AEO index

machineyearning.io

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. Machine Yearning just got measured.

4/10 means Machine Yearning 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 Machine Yearning

AI, without the hype. Candid commentary and analyses from lab to market. Click to read Machine Yearning, by Ryan Cunningham, a Substack publication with hundreds of subscribers.

Key Topics

Machine Yearning

Details

Industry: Other

machineyearning.io

AI Visibility Breakdown

Structured Data

Content Structure

Entity Clarity

E-E-A-T Signals

Technical AEO

AI Discoverability

Is this your brand?

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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 Machine Yearning: 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/machineyearning-io

Cite this score: Engagemii (2026). "AEO Score for Machine Yearning." Retrieved from https://engagemii.com/aeo/brands/machineyearning-io

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.