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AI Visibility Scorecard

College Major

College Major

Unclaimed

collegemajor.com · Education

At 2.5/10, College Major 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.

AI engines read this profile 5 times

Meta AI · Claude · Apple Intelligence

#842,192 of 884,712 in Education for AI visibility

2.5

/10

AEO Score

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About College Major

from our crawl and measurement

College Major works in Education. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.

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

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and Meta AI.

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

2

Clear headings and answer-style content.

Entity Clarity

1

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

1

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

AI Discoverability

1

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 2.5/10, College Major is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for College Major

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for College Major: 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 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for College Major." Retrieved from https://engagemii.com/aeo/brands/collegemajor

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

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