⚡ This is your brand? Claim your page FREE and bring it to life on AI search.

AI Visibility Scorecard

Centre Foundry and Machine Company

Centre Foundry and Machine Company

Unclaimed

centrefoundry.com · Manufacturing & Industrial

At 2/10, Centre Foundry and Machine Company 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 1 times

Claude

#237,815 of 241,831 in Manufacturing & Industrial for AI visibility

2

/10

AEO Score

Share

About Centre Foundry and Machine Company

from our crawl and measurement

"Centre Foundry and Machine Company - Quality iron castings since 1840." That is how Centre Foundry and Machine Company of Wheeling, WV introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.0 out of 10.

On the page itself the strengths are clear: a clearly stated business identity. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 26 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Manufacturing & Industrial
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

2

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

3

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

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 2/10, Centre Foundry and Machine Company is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Centre Foundry and Machine Company

Which AI engines already crawl you

Free AI bot monitoring: see every AI crawler that visits you

Already have an account? Sign in

Picked for Centre Foundry and Machine Company: AEO & AI Search

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.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for Centre Foundry and Machine Company.

Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/centrefoundry

Cite this score: Engagemii (2026). "AEO Score for Centre Foundry and Machine Company." Retrieved from https://engagemii.com/aeo/brands/centrefoundry

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

Powered by Engagemii - The Answer Engine Optimization (AEO) Platform