AI Visibility Scorecard
LiKEN Knowledge
likenknowledge.org · Legal
Borderline visible. AI bots can crawl LiKEN Knowledge, 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 8 times
Meta AI · Claude · ShapBot
#9,288 of 388,861 in Legal for AI visibility
<1
5
AEO Visibility
iBorderline · 4.6/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About LiKEN Knowledge
from our crawl and measurement
LiKEN Knowledge, based in Lexington, KY, describes itself simply: "Explore LiKEN, the Livelihoods Knowledge Exchange Network, dedicated to enhancing local livelihoods through innovative research and collaborative projects." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Strong
Inbound links from other sites.
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 4.6/10, LiKEN Knowledge is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for LiKEN Knowledge
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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 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/likenknowledge-org
Cite this score: Engagemii (2026). "AEO Score for LiKEN Knowledge." Retrieved from https://engagemii.com/aeo/brands/likenknowledge-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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