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AI Visibility Scorecard
L&F Universal Goods
lfuniversalgoods.com · E-commerce
Somewhat visible. AI bots can read L&F Universal Goods, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#160,506 of 662,511 in E-commerce for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About L&F Universal Goods
from our crawl and measurement
L&F Universal Goods is a Miami business whose own site puts it this way: "Order wholesale beverages, food & personal care products from L&F Universal Goods, A USA Based top B2B supplier. Fast nationwide/international shipping & zero minimums." Its AI visibility score is 5.2 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 (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
1
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 5.2/10, L&F Universal Goods has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for L&F Universal Goods
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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/lfuniversalgoods
Cite this score: Engagemii (2026). "AEO Score for L&F Universal Goods." Retrieved from https://engagemii.com/aeo/brands/lfuniversalgoods
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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