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AI Visibility Scorecard

100 Harmonicas

100 Harmonicas

Unclaimed

At 2/10, 100 Harmonicas is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

Monitoring for AI engine activity

In the Engagemii AEO index

2

/10

AEO Score

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About 100 Harmonicas

from our crawl and measurement

"A band. 100 harmonica players. You could be in the band. Click to read 100 Harmonicas, by Gérard Mclean, a Substack publication. Launched 3 years ago." That is how 100 Harmonicas introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.6 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

3

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

AI Discoverability

2

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

1

Established authority for your domain.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

No social discussion 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 2/10, 100 Harmonicas is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for 100 Harmonicas

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for 100 Harmonicas: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/100harmonicas

Cite this score: Engagemii (2026). "AEO Score for 100 Harmonicas." Retrieved from https://engagemii.com/aeo/brands/100harmonicas

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

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