AI Visibility Scorecard
americanbuttonmachines.com · Technology
Borderline visible. AI engines can read American Button Machines, but E-E-A-T Signals, News & Press and Community are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 5 times
Claude · Parallel · ChatGPT
Top 10% in Technology for AI visibility
74
AI Naming Predictability
iNamed occasionally · 74/100
Technology average 28
Top 5% of Technology
See what's behind this score →4.52
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →50
Muse Index Score
iAI agent readiness
Transactable · 50/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
"Looking for a Button Maker? All of our professional button makers, button machines and button making supplies are Made in the USA. Free button supplies." That is how American Button Machines of Plano, Texas introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 4.52 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have read this profile 5 times in our tracking, including ClaudeBot (Anthropic), ShapBot (Parallel) and GPTBot (ChatGPT).
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.52/10, American Button Machines is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for American Button Machines.
American Button Machines lists 771 products, 768 in stock, priced 0.00 to 2,620.95.
The full list of every product we captured is in the product feed (JSON).
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/americanbuttonmachines
Cite this score: Engagemii (2026). "AEO Score for American Button Machines." Retrieved from https://engagemii.com/aeo/brands/americanbuttonmachines
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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