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AI Visibility Scorecard

squ1rrel

squ1rrel

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squ1rrel.dev · Technology

Somewhat visible. AI bots can read squ1rrel, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 1 times

Claude

#423,909 of 2,810,206 in Technology for AI visibility

5.7

/10

AEO Score

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About squ1rrel

from our crawl and measurement

squ1rrel describes itself simply: "The Vanderbilt University CTF Club Home About Team CTFTime Squ1rrel Web Portrait It’s like DeviantArt, but with a report button to keep it less Deviant." Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on a clearly stated business identity. It is passable on a workable page structure, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business and credibility markers like credentials or reviews.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Technology
Last scored · Aug 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

8

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Trust

4

Established authority for your domain.

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 5.7/10, squ1rrel has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for squ1rrel

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for squ1rrel: Tech & Electronics

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Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/squ1rrel-dev

Cite this score: Engagemii (2026). "AEO Score for squ1rrel." Retrieved from https://engagemii.com/aeo/brands/squ1rrel-dev

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

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