LMM for Physical AI

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.

Result, hardware, shipped like software
The Loop

Our name is the loop.

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.

N Envision · Anvil

Idea to concept

Sketches and requirements become photoreal concepts and 3D form.

E Engineer · Anvil

Concept to release

Mechanical CAD, electronics, simulation and PLM, generated, not drafted.

M Manufacture · Orion

Release to production

The factory floor captured, orchestrated and directed in real time.

I Improve · Atlas

Field to next design

Deployed units are designed to report back (post-sales loop in pilot), so field learning can feed the next loop.

Each deployment is designed to feed the next.

Three Suites. One Model.

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 →

Anvil engineering suite: generative CAD and simulation workspace
Orion factory OS: digital-twin view of the production floor
Atlas post-manufacturing data capture interface

Anvil

The engineering engine. CAD, electronics, simulation, and PLM with generative AI inside.

Orion

The factory's operating system. A digital twin directing people first, robots next.

Atlas

Commercial and after-sales work, with field data captured for continuous improvement.

Fortress Factories

One company, the software and the factory.

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.

AS9100D:2016Aerospace QMS · Certified
ISO 9001:2015Quality Management · Certified
CNC spindle cutting a metal partMachining
Sheet-metal fabrication and stamping inside a Nemi Fortress FactoryFabrication
Technician assembling an orange machine cabinet at the workstationAssembly
Nemi electronics line, technicians at test benchesElectronics
Nemi battery assembly and testing floorBattery
Wound motor stator on the motor lineMotors

Programs we have delivered.

Customers come to us for the work itself. We engineer, tool and produce their part, sub-assembly or complete product, in our own factories.

Phase One Markets

The Markets We Build For

High-product mix, low-volume programs where engineering cost dominates the market, the ones the loop was built to win first.

Send an RFQ.

We’ll reply within 24 to 48 hours.