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AI Visibility Scorecard
McHenry Brass
mchenrybrass.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl McHenry Brass, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Meta AI
#88,719 of 237,531 in Manufacturing & Industrial for AI visibility
5
/10
AEO Score
About McHenry Brass
from our crawl and measurement
McHenry Brass is a business whose own site puts it this way: "McHenry Brass is a foundry and machine shop that creates custom parts according to your specifications. Get replacement parts for your machines." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure. It is passable on a partly stated business identity, basic crawler access and partial sitemap and link coverage. What holds it back is structured data describing the business and credibility markers like credentials or reviews.
Off the page, 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. None of that can be fixed on the page: it has to be earned.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
5
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 5/10, McHenry Brass is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for McHenry Brass
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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mchenrybrass
Cite this score: Engagemii (2026). "AEO Score for McHenry Brass." Retrieved from https://engagemii.com/aeo/brands/mchenrybrass
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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