AI Visibility Scorecard
Lean Kitchen Co.
leankitchenco.com · Food & Beverage
Somewhat visible. AI bots can read Lean Kitchen Co., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Meta AI · ChatGPT · Claude · Apple Intelligence
#8,886 of 1,392,539 in Food & Beverage for AI visibility
26
AI Naming Predictability
iNamed occasionally · 26/100
More likely to be named than 99% of Food & Beverage companies
5
AEO Visibility
iBorderline · 5.2/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Lean Kitchen Co.
from our crawl and measurement
"Fresh, never frozen, chef-prepared meals, just heat & eat. Find your nearest Lean Kitchen location to order meal prep for pickup or delivery (options vary by store)." That is how Lean Kitchen Co. of Saint Joseph, MO introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
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
Fair
Established authority for your domain.
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 5.2/10, Lean Kitchen Co. has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Lean Kitchen Co.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/leankitchenco
Cite this score: Engagemii (2026). "AEO Score for Lean Kitchen Co.." Retrieved from https://engagemii.com/aeo/brands/leankitchenco
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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