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AI Visibility Scorecard

Michelle Stockman

Michelle Stockman

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michellestockman.com · Education

Borderline visible. AI bots can crawl Michelle Stockman, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.

Monitoring for AI engine activity

In the Engagemii AEO index

#473,113 of 892,129 in Education for AI visibility

4.7

/10

AEO Score

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About Michelle Stockman

from our crawl and measurement

Michelle Stockman is a business whose own site puts it this way: "She was also a founding member of the duo and chamber music initiative, Half Moon Project." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

Industry · Education
Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

5

Inbound links from other sites.

Domain Trust

1

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions found yet.

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. Roughly two-thirds of sites are invisible to them. At 4.7/10, Michelle Stockman is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Michelle Stockman: 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 August 8, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/michellestockman

Cite this score: Engagemii (2026). "AEO Score for Michelle Stockman." Retrieved from https://engagemii.com/aeo/brands/michellestockman

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

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