Free the Hands
That Build.

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The Biggest Productivity Unlock in a Generation

America's most skilled workers — the people who maintain, build, and repair everything — are spending most of their time on documentation instead of the work itself. That's not a small inefficiency. It's a massive, untapped reserve of human capability.

0%

of a technician's shift is spent with tools in hand

Industry average “wrench time”

0M

skilled positions at risk of going unfilled by 2033

Deloitte & Manufacturing Institute

$0T+

in US manufacturing investment announced since 2021

Reshoring Initiative

The money is flowing. The factories are being built. But the people who make it all work are drowning in paperwork — and there aren't enough of them. Every hour a technician spends on documentation is an hour America can't afford to waste.

A Once-in-a-Generation
Moment.

America is reindustrializing at a pace not seen since the postwar era. Semiconductors, defense, energy, advanced manufacturing — trillions of dollars are flowing into building the physical infrastructure of the future.

But the skilled workforce that makes all of it possible is stretched to its limit. Experienced technicians are retiring faster than new ones can be trained. The ones still working are buried under decades-old documentation systems that steal hours from every shift.

You can't reindustrialize with 1970s paperwork. The workforce needs leverage — and that's exactly what we build.

0%

of manufacturers say talent is their number one business challenge

Deloitte

4–5 years

to train a skilled maintenance technician — and their knowledge walks out the door when they retire

Dept. of Labor

0%

of the manufacturing workforce is approaching retirement — and their expertise leaves with them

Deloitte

We Believe the Work Should Document Itself

We're building technology that sees what technicians see, understands the work as it happens, and handles the documentation automatically — so skilled hands never have to stop.

01

Vision That Sees the Work

Advanced vision systems that observe maintenance and manufacturing tasks in real time — capturing what matters without interrupting the workflow.

02

AI That Understands It

Purpose-built intelligence that interprets technical work across industries — identifying procedures, verifying compliance, and generating documentation with precision.

03

Documentation That Writes Itself

Complete, accurate records produced automatically — from the work, as it happens. No forms. No data entry. No hours lost.

Since you opened this page

0

hours of skilled labor lost to paperwork across America

Based on 1.5M US maintenance technicians × 40% documentation time

What if...

What if technicians never touched a form again?

What if every repair, every inspection, every maintenance task documented itself — automatically, accurately, instantly?

What if we could give every skilled worker in America back a third of their day?

What if the people who build everything could just… build?

That’s what we’re building.

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See It for Yourself

The technology is real. The mission is just beginning.