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AI Visibility Scorecard

John Seebeth                   An Introduction to War

John Seebeth                   An Introduction to War

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seebeth.com · Education

Borderline visible. AI bots can crawl John Seebeth                   An Introduction to War, 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.

AI engines read this profile 2 times

Claude · Apple Intelligence

#619,574 of 877,678 in Education for AI visibility

4

/10

AEO Score

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About John Seebeth                   An Introduction to War

from our crawl and measurement

John Seebeth                   An Introduction to War, based in Issaquah, WA, describes itself simply: "I served as a DUSTOFF flight medic in Vietnam, flying helicopter ambulance missions into active combat to evacuate wounded soldiers." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.

Under the hood there is a sitemap and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.

AI crawlers have visited the site 2 times in our tracking, so the engines are already looking.

Industry · Education
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

2

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

5

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

AI Discoverability

4

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

7

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

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 4/10, John Seebeth                   An Introduction to War is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for John Seebeth                   An Introduction to War: 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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for John Seebeth                   An Introduction to War." Retrieved from https://engagemii.com/aeo/brands/seebeth

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

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