AI Visibility Scorecard
UMS
gfms.com · Manufacturing & Industrial
Somewhat visible. AI bots can read UMS, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Claude · Meta AI · Apple Intelligence
#1,285 of 269,181 in Manufacturing & Industrial for AI visibility
68
5
AEO Visibility
iBorderline · 5.4/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About UMS
from our crawl and measurement
UMS describes itself simply: "United Machining unites six Swiss-engineered brands, AGIE CHARMILLES, CHARMILLES, MIKRON MILL, LIECHTI, STEP-TEC, and SYSTEM 3R, covering EDM, milling, laser, and automation." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 9 times in our tracking, including ClaudeBot (Anthropic), Meta AI and Applebot (Siri).
The 6 signals AI reads
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
Good
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
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 5.4/10, UMS has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for UMS
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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 October 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/gfms
Cite this score: Engagemii (2026). "AEO Score for UMS." Retrieved from https://engagemii.com/aeo/brands/gfms
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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