AI Visibility Scorecard
fourmores.com · Sports & Recreation
At 2.21/10, The 4Mores is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
Perplexity · Claude · Parallel · Meta AI
15
AI Naming Predictability
iRarely named · 15/100
Sports & Recreation average 17
Top 45% of Sports & Recreation
See what's behind this score →2.21
AEO Visibility
iNear-invisible · 2.21/10
Sports & Recreation average 2.4
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Sports & Recreation average 3. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Sports & Recreation average 16
See what's behind this score →0
from our crawl and measurement
The 4Mores, based in Wilmette, IL, describes itself simply: "EOS® Implementer firm serving entrepreneurial companies in Chicago and the North Shore." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.21 out of 10.
Our crawl found structured data on the page (ProfessionalService) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile 5 times in our tracking, including PerplexityBot, ClaudeBot (Anthropic) and ShapBot (Parallel).
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
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.21/10, The 4Mores is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Sound familiar?
Why do people still not get it?I have smart people around me — why does everything still need my touch?I'll never get out of the day-to-day.This is overtaking my time with my family.What did I do wrong?You didn't do it wrong. You built something real, and it grew past the way you've been running it. That's not failure — that's a ceiling. And ceilings are breakable.IN THEIR WORDS
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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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fourmores
Cite this score: Engagemii (2026). "AEO Score for The 4Mores." Retrieved from https://engagemii.com/aeo/brands/fourmores
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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