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AI Visibility Scorecard

MajorFluent — Every field has a language. Learn to speak it.

MajorFluent — Every field has a language. Learn to speak it.

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majorfluent.com · Education

Borderline visible. AI bots can crawl MajorFluent — Every field has a language. Learn to speak it., 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

#700,709 of 874,008 in Education for AI visibility

3.6

/10

AEO Score

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About MajorFluent — Every field has a language. Learn to speak it.

from our crawl and measurement

MajorFluent — Every field has a language. Learn to speak it. is a business whose own site puts it this way: "AI made answers cheap; MajorFluent teaches you which answers matter. The working map of a field, its language, mental models, debates, methods, and source trails, in about 24...." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.

Our crawl found a sitemap, a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file.

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

8

Clear headings and answer-style content.

Entity Clarity

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

6

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

5

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

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 3.6/10, MajorFluent — Every field has a language. Learn to speak it. is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for MajorFluent — Every field has a language. Learn to speak it.

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for MajorFluent — Every field has a language. Learn to speak it.: 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/majorfluent

Cite this score: Engagemii (2026). "AEO Score for MajorFluent — Every field has a language. Learn to speak it.." Retrieved from https://engagemii.com/aeo/brands/majorfluent

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

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