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AI Visibility Scorecard

Precision Machine Shop

Precision Machine Shop

Unclaimed

anthonymachine.com · machinery

Somewhat visible. AI bots can read Precision Machine Shop, but it is missing the structured signals that push citation rate above competitors.

Monitoring for AI engine activity

In the Engagemii AEO index

#604,506 of 2,810,206 in Technology for AI visibility

5.4

/10

AEO Score

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About Precision Machine Shop

from our crawl and measurement

Precision Machine Shop describes itself simply: "Anthony Machine has a 70-year track record of delivering strong cost and lead time savings on complex mid- to large-diameter precision machined parts." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity, a few credibility markers and partial sitemap and link coverage. What holds it back is structured data describing the business.

Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, 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.

The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 1946.

Industry · machinery
Last scored · Aug 1, 2026
Employees · 51-200
Founded · 1946

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

6

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Trust

1

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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, Precision Machine Shop has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Precision Machine Shop

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Precision Machine Shop: Tech & Electronics

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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/anthonymachine

Cite this score: Engagemii (2026). "AEO Score for Precision Machine Shop." Retrieved from https://engagemii.com/aeo/brands/anthonymachine

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

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