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AI Visibility Scorecard
Libby Labs
libbylabs.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Libby Labs, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#23,614 of 213,757 in Manufacturing & Industrial for AI visibility
5.8
/10
AEO Score
About Libby Labs
from our crawl and measurement
Libby Labs is a Berkeley, CA business whose own site puts it this way: "Bulk cosmetic manufacturer in the USA. We handle formulation, compounding, filling, and pack-out for hair, body, skin, and specialty products." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
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
9
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
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
1
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
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 5.8/10, Libby Labs has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Libby Labs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/libbylabs
Cite this score: Engagemii (2026). "AEO Score for Libby Labs." Retrieved from https://engagemii.com/aeo/brands/libbylabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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