AI Visibility Scorecard
Forrager
forrager.com · Food & Beverage
Borderline visible. AI bots can crawl Forrager, 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 25 times
Claude · Meta AI · Apple Intelligence · ChatGPT
#17,716 of 1,393,166 in Food & Beverage for AI visibility
23
AI Naming Predictability
iNamed occasionally · 23/100
More likely to be named than 99% of Food & Beverage companies
4
AEO Visibility
iBorderline · 4.3/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Forrager
from our crawl and measurement
Forrager describes itself simply: "Find the most up-to-date information about the cottage food laws in every state." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
Our crawl found structured data on the page (CollectionPage, BreadcrumbList, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
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
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.3/10, Forrager is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Forrager
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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/forrager
Cite this score: Engagemii (2026). "AEO Score for Forrager." Retrieved from https://engagemii.com/aeo/brands/forrager
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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