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AI Visibility Scorecard
Neenah Foundry
usfoundry.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Neenah Foundry, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#44,061 of 240,019 in Manufacturing & Industrial for AI visibility
5.5
/10
AEO Score
About Neenah Foundry
from our crawl and measurement
"As a large manufacturer of cast iron products, Charlotte Pipe has an unmatched commitment to integrity and industry leadership." That is how Neenah Foundry introduces itself. Its AI visibility score is 5.5 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, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.5/10, Neenah Foundry has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Neenah Foundry
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/usfoundry
Cite this score: Engagemii (2026). "AEO Score for Neenah Foundry." Retrieved from https://engagemii.com/aeo/brands/usfoundry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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