AI Visibility Scorecard
Modern Farmer
modernfarmer.com · Food & Beverage
Somewhat visible. AI bots can read Modern Farmer, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 21 times
ChatGPT · Meta AI · Apple Intelligence · Perplexity
#824 of 1,392,130 in Food & Beverage for AI visibility
100
6
AEO Visibility
iVisible · 6.1/10
20
Muse Index Score
iAI agent readiness
Agent-ready · 20/100
0
AI Adoption
iNone detected · 0/100
About Modern Farmer
from our crawl and measurement
Modern Farmer describes itself simply: "Dedicated to raising awareness and catalyzing action at the intersection of food, agriculture, and society." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 19 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
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
Fair
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
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Good
Press and news coverage.
Community
Strong
Forum and community discussion.
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 6.1/10, Modern Farmer has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Modern Farmer
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modernfarmer
Cite this score: Engagemii (2026). "AEO Score for Modern Farmer." Retrieved from https://engagemii.com/aeo/brands/modernfarmer
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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