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AI Visibility Scorecard
Layr Research
layrr.ai · Membership Organizations
Somewhat visible. AI bots can read Layr Research, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Apple Intelligence · Meta AI · Claude
#18,351 of 84,506 in Membership Organizations for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
12
AI Adoption
iBasic · 12/100
About Layr Research
from our crawl and measurement
Layrr.ai, based in Lancaster, PA, describes itself simply: "AI research solutions designed to help members find published research & resources. AI productivity layers and AI chatbots for non-profits, associations, and institutions,." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
6
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.5/10, Layr Research has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Layr Research
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/layrr-ai
Cite this score: Engagemii (2026). "AEO Score for Layr Research." Retrieved from https://engagemii.com/aeo/brands/layrr-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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