Physical AI for industrial fleets

One AI foremai for your entire robot crew

Foremai builds a digital twin of your site, trains and safety-validates skills in NVIDIA simulation, then runs an agentic layer that assigns work and coordinates a mixed fleet that gets better every shift.

Validated before it touches hardware Vendor-agnostic fleet Runs in your VPC

Trusted by operations teams automating the physical world

NORTHFORGE Vantek MERIDIAN 3PL AxisWorks Polaris CPG Cobalt Robotics
The loop

Twin. Train. Deploy. Improve.

Foremai owns the whole loop where incumbents own one slice.

Twin

Auto-build a high-fidelity digital twin of your site (layout, robots, sensors, physics) in NVIDIA Omniverse.

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Train

Generate synthetic data and world-model rollouts, then train and validate skills in Isaac Lab until they pass safety gates.

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Deploy

Push validated skills to Jetson at the edge and switch on the agentic Foremai layer to run the floor.

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Improve

Real-world telemetry flows back to sharpen the twin, world models, and policies: a compounding data flywheel.

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Digital twin

A physically accurate copy of your floor

Skip months of bespoke integration. Foremai scans your layout and assembles a simulation-ready twin of every robot, gripper, and sensor.

  • Import CAD, point clouds, or a walkthrough scan
  • Multi-vendor robots in one shared scene
  • Physics that matches the real line
Omniverse twin
1,284 robots mapped
4,096 parallel sim envs
Sub-mm calibration
Agentic orchestration

The Foremai layer runs your floor

An LLM/VLA reasoning layer decomposes goals into robot tasks and coordinates the fleet in real time.

1

Plan

Decompose shift goals into tasks and sequences.

2

Assign

Match tasks to the best-fit robot across vendors.

3

Act

Robots execute validated skills at the edge.

4

Verify

Monitor, catch exceptions, and self-correct.

By the numbers

Outcomes operators feel on day one

42%
faster line changeovers
99.3%
skill success rate
6x
more tasks per robot
0
hardware at risk in training
Why Foremai

A platform, not a point tool

Everything you need to train, deploy, and compound skills across a mixed fleet.

Massively parallel simulation

Train thousands of environments at once on NVIDIA GPUs, then export only skills that clear safety and success gates.

4,096concurrent envs

Skill library

Reusable, validated policies that transfer across sites.

2,400+skills

Edge runtime

Real-time inference on Jetson Thor / Orin.

Data flywheel

Every site strengthens shared world models, which lowers the cost of the next deployment.

Use cases

From one cell to every site

Start where the ROI is clearest and expand.

Palletizing & depalletizing

Mixed-SKU stacking that adapts to new cartons without reprogramming.

Machine tending

Keep CNCs and presses fed across shifts with cross-vendor arms.

AMR coordination

De-conflict fleets of mobile robots moving material between cells.

Inspection & QA

Vision skills that flag defects and route rework automatically.

Humanoid pilots

Teach and supervise humanoids alongside arms and AMRs.

Kitting & assembly

Sequence multi-step assembly with the agentic planner.

Customers

Trusted on the floor

“Foremai cut our changeover time nearly in half. We retask the same cell for three product lines without calling an integrator.”
DODana OseiVP Operations, Northforge
“We validated 40 skills in simulation before a single robot moved. Zero crashes on go-live.”
MRMarco RuizHead of Automation, Vantek
“One brain across our arms and AMRs finally made the fleet feel like a team, not a pile of robots.”
PNPriya NairPlant Engineering, Meridian 3PL
Integrations

Works with the stack on your floor

Vendor-agnostic across robots, controllers, and systems of record.

Robots & arms

Universal RobotsFANUCKUKAABBFetchBoston Dynamics

AMRs & humanoids

MiROTTOLocusAgilityApptronikFigure

Controllers & sensors

ROS 2PLCs / OPC-UAIntel RealSenseZividSICKCognex

Systems of record

SAPManhattan WMSBlue YonderNetSuiteSnowflakeDatabricks
Security & safety

Enterprise-grade, safety-first by design

Robots act in the physical world, so every skill is validated before it ever touches hardware.

SOC 2 Type II ISO 27001 GDPR ISO 10218 / RIA R15.06 SSO / SAML Audit logs

Safety gates

Every policy must pass success + collision + force limits in sim before deploy.

Encryption everywhere

AES-256 at rest, TLS 1.3 in transit, per-site key isolation.

Data residency

Run in your VPC or on-prem; telemetry never leaves your boundary.

SSO, SCIM & RBAC

SAML/OIDC, provisioning, and role-based access down to the cell.

Get started

Give your robots a foremai

Book a demo and watch a live twin of a floor like yours train a new skill in minutes.