▼ 0.2 since Sep 2026
#1,267,636 OF 1,393,425 IN FOOD & BEVERAGE
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AI Visibility Scorecard
The Grain Collective
grainculinary.com · Food & Beverage
At 2.8/10, The Grain Collective is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,267,636 of 1,393,425 in Food & Beverage for AI visibility
3
AEO Visibility
iNear-invisible · 2.8/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
0
AI Adoption
iNone detected · 0/100
About The Grain Collective
from our crawl and measurement
The Grain Collective is a business whose own site puts it this way: "With decades of experience in the industry, the Grain Collective can help you with kitchen design to ensure efficient movement, reccomend the best equipment and make sure that you don’t." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 2.8/10, The Grain Collective is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Grain Collective
Which AI engines already crawl you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on September 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grainculinary
Cite this score: Engagemii (2026). "AEO Score for The Grain Collective." Retrieved from https://engagemii.com/aeo/brands/grainculinary
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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