AI development for manufacturing
We build AI for US manufacturers and industrial companies: visual quality inspection, predictive maintenance, document and SOP automation, and shop-floor copilots — deployed to the cloud or onto edge hardware where the machines are.
No sales script. You talk to the engineers who'd build it.
Our team works a shifted day so you get real-time standups and same-day turnarounds in your time zone, not next-morning replies.
Every line of code, model weight, and prompt is yours from day one. NDAs and clean IP assignment are standard, not an upsell.
You work directly with the engineers building your system. No account managers sitting between you and the people writing code.
We move from scoping to a working system in production in weeks. Most engagements ship something usable inside the first month.
What we build
Concrete systems we ship, tuned to your data and your stack.
Visual inspection
Catch defects on the line more consistently than manual checks, running on edge cameras in real time.
Predictive maintenance
Flag equipment likely to fail from sensor and maintenance data before it stops the line.
Document & SOP automation
Turn manuals, work orders, and specs into searchable, answerable knowledge for the floor.
Shop-floor copilots
Assistants that answer machine, process, and troubleshooting questions from your own documentation.
How we work
Scope & evals
We pin down what success means and build the evaluation set before writing the feature, so quality is measured, not guessed.
Build in the open
Weekly demos against real data. You see progress every week and can change direction before it gets expensive.
Ship & instrument
We deploy with logging, cost tracking, and guardrails in place, then tune against production traffic.
Hand off or stay
Take the keys with full docs, or keep us on for iteration. Either way you're never locked in.
Questions, answered
Can models run on the factory floor without cloud?
+
Yes. We optimize models to run on edge hardware and industrial cameras so inspection and detection work with low latency and without depending on connectivity.
We don't have much labeled data. Can you still help?
+
Often yes. We can bootstrap with modern vision models that need less data, handle labeling, and start with the highest-value defect classes rather than waiting for a perfect dataset.
Will it integrate with our MES or SCADA systems?
+
We integrate over your existing data feeds and protocols rather than ripping out what runs the plant. The AI layer sits on top of your OT stack.
How do you prove it improves quality?
+
We benchmark against your current process on real parts and report measured precision and recall, so the ROI is a number, not a claim.
Let's scope your build.
Tell us what you're trying to ship. We'll tell you honestly whether AI is the right tool and what it would take.
Start the conversation