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AI Visibility Scorecard
Cate Machine
catemachine.com · Finance & Insurance
Borderline visible. AI bots can crawl Cate Machine, 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 4 times
Apple Intelligence · Amazon Alexa · Claude
#296,859 of 758,339 in Finance & Insurance for AI visibility
4.7
/10
AEO Score
About Cate Machine
from our crawl and measurement
Cate Machine, based in Belleville, WI, describes itself simply: "top of pageWe believe manufacturing is critical to society and the quality of life people enjoy." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
On the page itself the strengths are clear: a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure and a few credibility markers. What holds it back is sitemaps and entity links AI can follow.
Away from its own site, other 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 2 times in our tracking, including AmazonBot (Alexa AI) and ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 1970.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
9
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
9
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
5
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 4.7/10, Cate Machine is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
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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/catemachine
Cite this score: Engagemii (2026). "AEO Score for Cate Machine." Retrieved from https://engagemii.com/aeo/brands/catemachine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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