#1,682,971 OF 1,964,721 IN MEDIA & ENTERTAINMENT
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AI Visibility Scorecard
Left4rat
left4rat.com · Media & Entertainment
Borderline visible. AI bots can crawl Left4rat, 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
#1,682,971 of 1,964,721 in Media & Entertainment for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
?
AI Adoption
iNone detected · -/100
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.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.3/10, Left4rat is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 August 15, 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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