Where this goes

The factory that learns from every part.

Every part you make passes through the quality gate — which makes the gate the one system that sees your whole factory: every defect, every station's signature, every drift before it becomes scrap.

Beyond pass / fail

Don't just find the bad part. Find what's making it.

Sorting good from bad leaves the expensive question open: why does this keep happening? The same system that catches the defect tells you which machine to fix.

Standing up a new line? From day one you get a measurable quality target to optimize toward — instead of discovering your failure modes the slow, expensive way.

The long game

Inspection becomes the feedback loop.

That record compounds. Verdicts trace back to stations, patterns become prescriptions, and the same models that catch a bad weld learn what makes one. Inspection stops being a cost at the end of your line and becomes the feedback loop that runs it.

That is the factory we're building toward — AI-native, where the line learns from every part and improves itself run over run. Robots at the gate and in the field are how it starts. The ground truth they collect is what everything else gets built on.

Bring us the defect that keeps escaping.

We're taking a small number of early partners in weld and casting fabrication. You work directly with the founders, on your parts, from the first conversation.

We read every reply ourselves.