AI Visibility Scorecard
LinkedOut
linkedout.lol · Technology
Borderline visible. AI bots can crawl LinkedOut, 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.
AI engines read this profile 5 times
Claude · Meta AI · ShapBot
#860,059 of 2,705,679 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About LinkedOut
from our crawl and measurement
LinkedOut is a business whose own site puts it this way: "LinkedOutDislikes for LinkedIn™Have you ever found yourself wishing you could dislike a LinkedIn™ post?." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.2/10, LinkedOut is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is LinkedOut?
LinkedOut is a browser extension that adds dislike buttons to LinkedIn™ posts.
How does LinkedOut work?
LinkedOut injects dislike buttons into posts on LinkedIn™ and then adds the count of dislikes to the post.
Is LinkedOut really anonymous?
LinkedOut works by storing a unique identifier in your browser which we use to check whether or not you've disliked a post before. We do not associate your name or LinkedIn™ account with this identifier, nor do we store any other personal information about you. This is done by design, so you can feel confident in your use of LinkedOut.
How can I trust LinkedOut?
LinkedOut is one of many extensions developed by J4A Industries. We've been developing browser extensions for many years and have many thousands of users using our extensions other every day. We try and limit the amount of data we collect and only collect what is necessary to provide the service and improve the product.
Is this your brand?
The exact fixes for LinkedOut
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for LinkedOut.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/linkedout-lol
Cite this score: Engagemii (2026). "AEO Score for LinkedOut." Retrieved from https://engagemii.com/aeo/brands/linkedout-lol
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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