AI Visibility Scorecard
Oil-free, Stamping, Metal-Forming & Tube-Bending Lubricants
irmco.com · Manufacturing & Industrial
At 2.9/10, Oil-free, Stamping, Metal-Forming & Tube-Bending Lubricants is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 10 times
Claude · Apple Intelligence · ChatGPT · Meta AI
#27,417 of 268,596 in Manufacturing & Industrial for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
More likely to be named than 93% of Manufacturing & Industrial companies
3
AEO Visibility
iNear-invisible · 2.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Oil-free, Stamping, Metal-Forming & Tube-Bending Lubricants
from our crawl and measurement
IRMCO is a business whose own site puts it this way: "IRMCO is a trusted metalworking fluid supplier and creator of oil-free stamping fluids for nearly 100 years. Contact us today to learn more!." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places, missing in others.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap, a readable heading structure. It also found the gaps that keep answer engines guessing: an llms.txt file.
AI crawlers have visited the site 4 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
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
Good
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 2.9/10, Oil-free, Stamping, Metal-Forming & Tube-Bending Lubricants is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Oil-free, Stamping, Metal-Forming & Tube-Bending Lubricants
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/irmco
Cite this score: Engagemii (2026). "AEO Score for Oil-free, Stamping, Metal-Forming & Tube-Bending Lubricants." Retrieved from https://engagemii.com/aeo/brands/irmco
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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