AI Visibility Scorecard
Willman Industries
willmanind.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Willman Industries, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Meta AI · Claude
#20,007 of 267,466 in Manufacturing & Industrial for AI visibility
6
AEO Visibility
iBorderline · 5.9/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
0
AI Adoption
iNone detected · 0/100
About Willman Industries
from our crawl and measurement
Willman Industries is a Cedar Grove, WI business whose own site puts it this way: "Willman Industries produces high quality castings of all types of grey iron and ductile iron including austempered iron, Meehanite and more!." Its AI visibility score is 5.9 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 (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5.9/10, Willman Industries has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Willman Industries
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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/willmanind
Cite this score: Engagemii (2026). "AEO Score for Willman Industries." Retrieved from https://engagemii.com/aeo/brands/willmanind
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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