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AI Visibility Scorecard

Left4rat

Left4rat

Unclaimed

left4rat.com · Media & Entertainment

At 3/10, Left4rat 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,694,821 of 1,910,509 in Media & Entertainment for AI visibility

3

/10

AEO Score

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About Left4rat

from our crawl and measurement

Left4rat is a business whose own site puts it this way: "The owner Alexandria has had the account since 2017, and is the sole admin and posts consistently with great engagement, amassing over 1 million liked in total." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.

On the page it is passable on a few credibility markers, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and a clearly stated business identity.

Off the page, almost no other sites link to it, the domain does not yet read as established, 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. Those are earned elsewhere on the web, not fixed on the site itself.

Industry · Media & Entertainment
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

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

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

5

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 3/10, Left4rat is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Left4rat

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Left4rat: 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/left4rat

Cite this score: Engagemii (2026). "AEO Score for Left4rat." Retrieved from https://engagemii.com/aeo/brands/left4rat

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

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