FIELD NOTES · AI × THE TRADES WRITTEN FROM THE SHOP FLOOR
09 · THE BLOG

Straight takes. No hype.

AI in metal fabrication, welding, and the trade business — reviewed by a guy who runs the welder and ships the code. If it's BS, it gets called BS.

N° 002 5 MIN READ

I built an AI that quotes construction jobs. Here's what it gets right — and where a human still wins.

Real quotes out of a live beta — a $20,994 reroof line-itemed in minutes. The guy who built it on what AI estimating genuinely nails, and where your judgment still runs the job.

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N° 001 5 MIN READ

Should welders worry about AI? A guy who does both weighs in.

Twenty years on a Chicago fab floor, and I build AI systems now. Here's what AI can't do in a shop, what it genuinely changes, and what a welder should actually do about it.

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