Advanced Metal Research

Advanced Metal Research

Machine intelligence for American Welding

Los Angeles, CA
3 employees
Hardware
Pre-seed

About Advanced Metal Research

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.

Company details

Team Size3
LocationLos Angeles, CA
IndustryHardware

Funding

Last stage

Pre-seed

Investors

Y Combinator

Founders

SL

Stephen Lin

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.

AM

Angus Muffatti

Prior startup reached $1M ARR in 18 months with $10M valuation; 3 published ML & AI optimization papers; designed and built liquid bi-propellant rocket engines. Previously COO at Agtuary and R&D Engineer in aerospace.

LinkedIn
Julian Fried

Julian Fried

Former welding foreman in Eastern PA; brings hands-on domain expertise in welding to a deep-tech manufacturing startup.

LinkedIn

What happens next.

No applications, no recruiter spam. Just the intro.

01

Confirm the fit

A few questions to make sure this role is the right shape for you. Two minutes.

02

I pitch you to the company

I write the intro, send it to the founder, and handle the back-and-forth.

03

A meeting lands on your calendar

If they’re a yes, I book the chat. You show up — that’s the whole job-hunt.