AI Visibility Scorecard
ReFab Metal Fab -
refabmetalfab.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl ReFab Metal Fab -, 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 10 times
Meta AI · Claude · ShapBot
#19,670 of 270,005 in Manufacturing & Industrial for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About ReFab Metal Fab -
from our crawl and measurement
ReFab Metal Fab -, based in Marne, MI, describes itself simply: "Choose ReFab, your trusted US metal fabrication company. Our services include sheet metal fabrication, welding, and machining." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 10 times in our tracking, including ClaudeBot (Anthropic), Meta AI and ShapBot (Parallel).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4.2/10, ReFab Metal Fab - is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for ReFab Metal Fab -
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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 October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/refabmetalfab
Cite this score: Engagemii (2026). "AEO Score for ReFab Metal Fab -." Retrieved from https://engagemii.com/aeo/brands/refabmetalfab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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