#522,983 OF 791,274 IN FINANCE & INSURANCE
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AI Visibility Scorecard
Fourth Man Roasters
4thmanroasters.com · Finance & Insurance
Borderline visible. AI bots can crawl Fourth Man Roasters, 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 3 times
Apple Intelligence · Claude · Meta AI
#522,983 of 791,274 in Finance & Insurance for AI visibility
4
AEO Visibility
iNear-invisible · 3.8/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
?
AI Adoption
iNone detected · -/100
About Fourth Man Roasters
from our crawl and measurement
"Small-batch, single-origin coffee from Fourth Man Roasters, a coffee brand of Kingdom Coffee Houses. 100% of profits fund philanthropic work." That is how Fourth Man Roasters of Costa Mesa, CA introduces itself. When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including Applebot (Siri) 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
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.8/10, Fourth Man Roasters is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fourth Man Roasters
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/4thmanroasters
Cite this score: Engagemii (2026). "AEO Score for Fourth Man Roasters." Retrieved from https://engagemii.com/aeo/brands/4thmanroasters
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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