AI Visibility Scorecard
John M. Ellsworth Company
jmesales.com · Manufacturing & Industrial
Somewhat visible. AI bots can read John M. Ellsworth Company, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 346 times
Meta AI · Perplexity · Claude · ChatGPT
#145 of 269,181 in Manufacturing & Industrial for AI visibility
100
AI Naming Predictability
iAI names companies like this often · 100/100
Top 1% of Manufacturing & Industrial
7
AEO Visibility
iVisible · 6.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About John M. Ellsworth Company
from our crawl and measurement
John M. Ellsworth Company, based in Milwaukee, WI, describes itself simply: "Since 1974, JME has been a trusted distributor of petroleum equipment, loading systems, sanitary supplies, fire safety products, and industrial parts." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.6 out of 10, readable in places and missing in others.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 6 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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.
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 6.6/10, John M. Ellsworth Company has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for John M. Ellsworth Company
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jmesales
Cite this score: Engagemii (2026). "AEO Score for John M. Ellsworth Company." Retrieved from https://engagemii.com/aeo/brands/jmesales
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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