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AI Visibility Scorecard
Rogue Fabrication
roguefab.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Rogue Fabrication, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
ChatGPT · Apple Intelligence · Meta AI · Claude
#473 of 242,031 in Manufacturing & Industrial for AI visibility
6.7
/10
AEO Score
About Rogue Fabrication
from our crawl and measurement
Rogue Fabrication, based in Sandy, OR, describes itself simply: "Rogue Fabrication manufactures Tube and Pipe Benders, also the home of the World's Most Affordable Mandrel Bender." Its AI visibility score is 6.7 out of 10: the engines can find it, but they do not have much to hold on to.
Under the hood there is structured data on the page (FAQPage, WebPage, BreadcrumbList) and an llms.txt file for AI models and a readable heading structure, but the score is capped by what is missing: a sitemap.
Our monitoring has logged 3 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
10
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
10
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
3
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
3
Social discussion and mentions.
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 6.7/10, Rogue Fabrication has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What does Rogue Fabrication make?
Rogue Fabrication manufactures tube and pipe benders, tube notchers, mandrel bending attachments, dies, and the VersaPress shop press and press brake. All equipment is built in Sandy, Oregon, USA. The flagship product line is the M600 series: M601 Standard, M605 HD, and M625 xHD tube benders, with prices starting at $999.
Where is Rogue Fabrication located?
Rogue Fabrication is located in Sandy, Oregon, USA. The company was founded in 2009 and all equipment is designed and assembled in the United States.
What is the most affordable mandrel tube bender available?
The Rogue Fab Mandrel Attachment converts any M600 series bender into a true mandrel bender for $2,579. This is significantly more affordable than complete mandrel bending machines from other manufacturers, which typically start above $30,000. The attachment allows thin-wall stainless, aluminum, and titanium bending.
How many degrees per stroke does a Rogue Fab bender produce?
All Rogue Fab M600 series HD and xHD benders produce 94 degrees of bend per single ram stroke. A bend exceeding 180 degrees can be achieved in three strokes. This reduces setup time per bend compared to benders limited to 90 degrees per stroke.
What materials can Rogue Fab benders bend?
The M600 series bends carbon steel including 1020 DOM, HREW, ERW, and 4130 chromoly. Aluminum including 6061-T6 and 6063. Stainless steel including 304, 304L, 316, and 316L. With the Mandrel Attachment, thin-wall titanium and Inconel are also bendable. Round tube, square tube, and pipe are all supported.
Does Rogue Fabrication offer a warranty?
Nearly all Rogue Fabrication products carry a lifetime warranty against workmanship defects to the original purchaser. This includes bender frames, hardware, and dies when bending appropriate material. Electronics carry a 1-year limited warranty. Lifetime refers to the reasonable working life of the product, not the purchaser.
Can I make S-bends with a Rogue Fab bender?
Yes. The M600 series can produce true S-bends. With the optional Pressure Roller Die upgrade, bends can be pulled within 20+ degrees of each other allowing tight S-bend geometry. This capability is uncommon at this price point.
Does Rogue Fabrication offer financing?
Yes. Financing is available through a third-party provider with payments starting around $28 per month. Financing applications are processed through the Rogue Fabrication website.
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/roguefab
Cite this score: Engagemii (2026). "AEO Score for Rogue Fabrication." Retrieved from https://engagemii.com/aeo/brands/roguefab
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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