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Advanced Metal Research

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Machine intelligence for American Welding

Spring 2026Founded 20253 peopleLos Angeles, CA, USA
Generate ideas β†’
AI insightcan contain mistakes
Robotic Welding CellsHardwareWelding shops, manufacturersMedium competition
Moat
American-made robotics; combines hardware with ML for welding; knowledge scaling beyond skilled labor.
Key risk
High capital intensity; skilled installer requirements; competition from established robotics.
Why now
Welding skills shortage acute; automation justified by labor economics.
Competitors
FANUC, ABB, KUKA, Miller Electric
↻ Pivot / rename signal

This company has previously operated under β€œGradient Robotics”. A rename frequently marks a pivot in positioning or product β€” useful raw material for variant ideas.

About

America does not just need more welders. It needs welding knowledge that can scale. The American Welding Society projects 320,500 new welding professionals will be needed by 2029, with about 80,000 jobs to be filled annually from 2025 to 2029. More than 157,000 current welding professionals are approaching retirement. Welders are only a small share of the skilled-trades workforce, but welding accounts for an outsized share of projected capability demand. The market calls it a labor shortage. AMR sees a learning bottleneck. We are building American-made robotic welding cells that combine computer vision to provide real-time seam tracking and post-weld inspection to turn welding from a scarce manual process into a closed-loop manufacturing system that learns from every weld as it happens.

Founders Β· 3

Angus Muffatti
Angus MuffattiFounder/CEO

+Last startup hit first $1m in 18 months & $10m val at last investment from largest aussie real estate group + 3 published ML & AI optimisation papers + Designed & built liquid bi-propellant rocket engines & test facility

Julian Fried
Julian FriedFounder

Building robotic welding equipment | Prev. Welding foreman in Eastern PA πŸ‡ΊπŸ‡Έ

Stephen Lin
Stephen LinFounder

Founder at Advanced Metal Research. Previously at NASA working on spacewalks and planetary exploration. Built systems used by mission control for 19 spacewalks to date enabling real-time telemetry & monitoring of EVAs.

IndustrialsManufacturing and RoboticsHardwareRoboticsManufacturing

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