AI VISIBILITY SCOREAS OF 2026-08-15 · ENGAGEMII INDEX
2.8/ 10

#865,446 OF 934,986 IN EDUCATION

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

Learning Harness

Learning Harness

Unclaimed

learningharness.com · Education

At 2.8/10, Learning Harness 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.

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In the Engagemii AEO index

#865,446 of 934,986 in Education for AI visibility

3

AEO Visibility

i

Near-invisible · 2.8/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

0

AI Adoption

i

None detected · 0/100

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About Learning Harness

from our crawl and measurement

Learning Harness describes itself simply: "Explore learning harness for innovative educational resources and online education opportunities. Join us as we launch soon!." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.5 out of 10.

Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.

Industry · Education
Last scored · Aug 15, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Fair

Clear headings and answer-style content.

Entity Clarity

Weak

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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

AI Discoverability

Weak

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

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 2.8/10, Learning Harness is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Learning Harness: 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 15, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Learning Harness." Retrieved from https://engagemii.com/aeo/brands/learningharness

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

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