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AI Visibility Scorecard

Quill.org

Quill.org

Unclaimed

quill.org · e-learning

Somewhat visible. AI bots can read Quill.org, but it is missing the structured signals that push citation rate above competitors.

Monitoring for AI engine activity

In the Engagemii AEO index

#46,938 of 2,808,083 in Technology for AI visibility

6.8

/10

AEO Score

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About Quill.org

from our crawl and measurement

Quill.org is a business whose own site puts it this way: "Quill provides free writing and grammar activities for middle and high school students." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.8 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and a few credibility markers. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.

Away from its own site, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business and people discuss it in places AI engines read. There is some, but not much, sign that it barely surfaces on Reddit. Beyond that, there is no press coverage to draw on.

It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2014.

Industry · e-learning
Last scored · Jul 31, 2026
Employees · 11-50
Founded · 2014

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

8

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Trust

5

Established authority for your domain.

Entity Presence

10

Recognized in AI knowledge graphs.

News Mentions

0

No press coverage found yet.

Community

5

Forum and community discussion.

Reddit

3

Reddit mentions and discussion.

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 6.8/10, Quill.org has a working base to build on - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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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/quill-org

Cite this score: Engagemii (2026). "AEO Score for Quill.org." Retrieved from https://engagemii.com/aeo/brands/quill-org

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

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