Hardware has no large public datasets to scrape. That data is made on the factory floor, so we run our own.
Not AI for manufacturing: AI built to run manufacturing. Built and proven inside our own factories, on the parts we design, tool and ship.
Hardware has no large public datasets to scrape. That data is made on the factory floor, so we run our own.
To automate hardware, you have to be inside the factory. So we are a manufacturer first: each part we build becomes data for the next one.
The goal: do for hardware what LLMs did for software.
Every physical product moves through the standard four stages. Our LMM is built to run all of them, and each deployment is designed to feed back into the system.
Sketches and requirements become photoreal concepts and 3D form.
Mechanical CAD, electronics, simulation and PLM, generated, not drafted.
The factory floor captured, orchestrated and directed in real time.
Deployed units are designed to report back (post-sales loop in pilot), so field learning can feed the next loop.
The LMM is delivered through three interconnected suites. Each replaces a category of closed tools with software built to be automated. See them in real screenshots →
The engineering engine. CAD, electronics, simulation, and PLM with generative AI inside.
The factory's operating system. A digital twin directing people first, robots next.
Commercial and after-sales work, with field data captured for continuous improvement.
Our engineering software and our production floors are run by the same company, so a design change reaches the line without a handover. The factories manufacture batteries, motors, electronics, metals, plastics, tooling and complex assemblies, sold as Manufacturing-as-a-Service.
Machining
Fabrication
Assembly
Electronics
Battery
MotorsCustomers come to us for the work itself. We engineer, tool and produce their part, sub-assembly or complete product, in our own factories.
The BNC Messenger C110, built with Nemi subsidiary BNC Motors, from blank sheet to production-ready.
Read the case 02UAS · PowertrainBattery, motor, ESC and ground control, engineered and built in-house for a Tier-1 defense manufacturer.
Read the case 03Aerospace · Precision partsA flight-critical clamp for an aerospace OEM supplier, held to tolerance and supplied in days.
Read the case 04Consumer appliances · Volume lineA smart coffee vending machine moved from in-house builds to a line with capacity of 400 units a month, with zero tooling cost.
Read the caseHigh-product mix, low-volume programs where engineering cost dominates the market, the ones the loop was built to win first.