AI Visibility Scorecard
Lauren
limbylim.com · Food & Beverage
Borderline visible. AI bots can crawl Lauren, 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 12 times
Claude · Meta AI · Apple Intelligence · ShapBot
#19,785 of 1,392,974 in Food & Beverage for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 84% of Food & Beverage companies
5
AEO Visibility
iBorderline · 4.6/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Lauren
from our crawl and measurement
"One brand that fits this category is Tosi, which I first heard about at Expo West." That is how LimByLim introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
On its own pages the site does well on a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a few credibility markers.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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, Lauren is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How To Subscribe To Tokyo Treat?
Tokyo Treat offers monthly, three month, six month, and twelve month plans.
Where To Buy Spritzal Cookies?
Spritzal Cookies are available to purchase through the Spritzal online store and at a store near you.
Where To Purchase Like Air Puffcorn?
Like Air Puffcorn snacks are available to purchase through their online store or at a store near you.
Is this your brand?
The exact fixes for Lauren
Which AI engines already crawl you
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/limbylim
Cite this score: Engagemii (2026). "AEO Score for Lauren." Retrieved from https://engagemii.com/aeo/brands/limbylim
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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