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AI Visibility Scorecard

Fringe Learning

Fringe Learning

Unclaimed

fringe-learning.com · Education

Borderline visible. AI bots can crawl Fringe Learning, 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

#624,502 of 916,037 in Education for AI visibility

4.2

/10

AEO Score

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About Fringe Learning

from fringe-learning.com

Workshops The Fringe Lab About Contact Home Services Workshops The Fringe Lab About Contact Smart Learning forTechnical SalesWe partner with B2B technology and industrial companies to design learning programs that turn engineering complexity into sales confidence, so your team can communicate product value as well as your engineers can build it.

Industry · Education
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

6

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

0

No inbound links found yet.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 4.2/10, Fringe Learning is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Fringe Learning

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Weekly ChatGPT & Claude citation tracking

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Picked for Fringe Learning: 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/fringe-learning

Cite this score: Engagemii (2026). "AEO Score for Fringe Learning." Retrieved from https://engagemii.com/aeo/brands/fringe-learning

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

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