AI VISIBILITY SCOREAS OF 2026-08-01 · ENGAGEMII INDEX
1.9/ 10

#906,639 OF 925,612 IN EDUCATION

SCORE HISTORY BEGINS 2026-07-17

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

WhichModules — Verified, Anonymous University Module Reviews

WhichModules — Verified, Anonymous University Module Reviews

Unclaimed

whichmodules.com · Education

At 1.9/10, WhichModules — Verified, Anonymous University Module Reviews 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 1 times

Claude

#906,639 of 925,612 in Education for AI visibility

2

AEO Visibility

i

Near-invisible · 1.9/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

0

AI Adoption

i

None detected · 0/100

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About WhichModules — Verified, Anonymous University Module Reviews

from our crawl and measurement

"Discover honest, verified student reviews for university modules. WhichModules helps students choose modules with confidence and enables universities to improve with real data." That is how WhichModules — Verified, Anonymous University Module Reviews introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.

Industry · Education
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

0

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

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

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 1.9/10, WhichModules — Verified, Anonymous University Module Reviews is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for WhichModules — Verified, Anonymous University Module Reviews: 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/whichmodules

Cite this score: Engagemii (2026). "AEO Score for WhichModules — Verified, Anonymous University Module Reviews." Retrieved from https://engagemii.com/aeo/brands/whichmodules

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

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