platoseed
Machine intelligence for American Welding
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.
Advanced Metal Research provides robotic welding solutions for American welding automation, offering its own robots and an open robotics stack. The focus is on machine intelligence to enhance welding processes.
The company builds robotic welding systems named Rosie and War Machine and provides an open robotics stack to support American welding automation, enabling integrated robotic welding workflows.
Who it’s for: Manufacturers and fabricators in metalworking/ welding industries seeking automated welding solutions
+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
Building robotic welding equipment | Prev. Welding foreman in Eastern PA 🇺🇸
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.
Formerly “Gradient Robotics” · why startups rename →

AI control layer for welding robots

A robotics intelligence system for metal fabrication