Detect anomalies, verify context, dispatch robots, and validate outcomes — across real and simulated operational environments.
Become a Physical AI hero — you just need to know how to drag, drop and click.
Digital2win® ships the R2S2R loop to your facility as the Atelier Kit — without a six-month pilot. A browser-based kit runs in minutes: no IT install, no data leaving the plant. Your team authors missions in natural language; Twinnovators® are Claude-managed agents which reason, act, and sign every outcome. Start on a desk, prove value on your own assets, then scale to the line.
The kit pairs a Petoi Bittle robot, LoRaWAN-controlled real-time status indicators, smartphone-updatable e-ink AprilTag panels and onboard vision with the browser console — everything you need to run the full loop on a tabletop. Define and run missions. Show your management and teams the missions you have designed and the associated reports.
Plug in the kit and run your first mission in minutes. No IT install, no VPN, no data leaving the plant.
Your team writes missions in natural language. Twinnovators® reason, act, and sign every outcome with a causal audit trail.
Bring your integrators and vendors into a shared, access-controlled Atelier — every action signed, nothing leaving your plant. They build alongside you, on your own data, under your control.
Start with the Atelier Kit and deploy your first Physical AI intervention in hours — a reproducible workflow connecting sensors, AI vision, robots and operational context.
A reproducible intervention workflow customers can deploy in their own environment.
Connect sensors and cameras.
Place AprilTags and define locations.
Trigger an anomaly.
Validate with AI vision.
Dispatch robots autonomously.
Verify outcomes and capture operational memory.
Expand from a single intervention workflow to enterprise-wide orchestration — through APIs, shared operational context, and multi-vendor integrations.
Atelier continuously builds operational context from interventions, simulations, sensors, robots, and the enterprise systems you already run—creating a shared operational memory for every decision.
Every intervention enriches operational memory — improving every future intervention and expanding enterprise context.
Every intervention is a traceable, replayable record — from the triggering event to the validated outcome. Enterprise-grade accountability, built in, not bolted on.
No rip-and-replace. Digital2win® sits between the machines on your floor and the systems in your business — speaking open standards, not custom integration projects.
One path, four rungs — each builds on the last, with no replatforming.
Most AI platforms stop at the simulation layer. They observe, model, predict — and hand a dashboard to a human. Digital2win completes the loop. Insight from the digital twin becomes action in the physical world — robots dispatched, interventions executed, outcomes validated.
The result: a system that learns from the world it operates in, acts where it matters, and proves every outcome it delivers.
The physical world generates continuous event streams — position, movement, proximity, state. Sensors, actuators, robots, cameras feed a live picture of operations as they happen.
Physical events are mirrored into a photorealistic digital twin — captured as a 3D Gaussian Splat and rendered live in the browser, no game engine or GPU workstation required. Specialised AI agents reason over the twin, build causal models, and form judgements in real time.
Agent decisions return to the physical world as action — robots dispatched, actuators triggered, interventions coordinated — with workers kept in the loop by voice (earpiece today, smart glasses as they arrive). Outcomes are logged, signed, billed, and fed back into the model.
Not a dashboard, not a one-off integration — a runtime your teams build on. Deploy a closed-loop demo in under an hour.
Prototype workflows quickly — without building custom infrastructure.
Generate thousands of edge cases in World Labs, then validate policies in simulation — NVIDIA Isaac Sim and Isaac Lab — before real-world deployment.
Event-driven sensing and selective AI activation — compute only when it matters.
Extend workflows from educational robots to industrial platforms, AMRs, drones and quadrupeds.
Warehousing · Manufacturing · Industrial Safety · Defence · Research · Robotics Development · Innovation Labs
Factories are the largest Physical-AI value pool — by 2030
of manufacturers never get past the pilot
say a digital twin applies to their business — only 44% have built one
U.S. manufacturing roles may go unfilled this decade
Digital2win closes that gap — the fastest, lowest-risk path from a Physical-AI idea to a proven outcome on your own floor. Reference studies available.
The kit is a faithful functional model of your operation. Because Digital2win® orchestrates above the runtime — ROS 2, OPC UA, MQTT, NVIDIA Isaac — not inside it, every function you prove on the kit runs unchanged on the industrial hardware you already run. You de-risk the orchestration; then drop it onto enterprise-grade iron.
No robots yet? The data fabric, signals and audit transpose just the same — your existing OPC UA / PLC devices plug straight in.
An interactive Gaussian splat of an SO-101 arm, generated from a CAD model alone. Orbit it in your browser.
Spatial twinsA Petoi Bittle as a Gaussian splat, with a walkthrough anchored in 3D space. Click the marker on the machine.
Spatial twins, R2S2R experiments, and notes from the Atelier — published as we build.
Digital2win works with any asset — sensors, actuators, pumps, motors, machines, PLCs. No proprietary hardware. No fleet replacement. Zero new infrastructure to deploy.
Agents don't stop at an alert — they dispatch robots, trigger actuators and coordinate the fix. Workers stay in the loop through voice (earpiece today, smart glasses as they arrive) as one delivery channel among many. Action in the intervention window, not a dashboard reviewed after the shift.
We charge when outcomes are delivered — not for being present. Every billing event comes with a causal audit trail that proves exactly what was prevented and why it qualifies.
If you think Physical AI will help you beat your competition, let's talk.