What happens when Physical AI meets a real-world fault?
A real conveyor, a real PLC, a fault injected on the bench. When conditions permit, the action is authorized. When a fault invalidates them, it is refused — and every decision is on the record.
The Atelier Kit. Let your teams demonstrate Physical AI's time-to-value.
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.
01
In minutes, in a browser
No rip- and-replace
Plug in the kit and run your first mission in minutes. No IT install, no VPN, no data leaving the plant.
02
Your team, your missions
You author, Twinnovators® sign
Your team writes missions in natural language. Twinnovators® reason, act, and sign every outcome with a causal audit trail.
03
Collaborate securely with vendors
On your own data
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.
Example intervention
One workflow you can reproduce tomorrow.
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 live mission, end to end
Tilt anomaly detected→Zone 0 identified→Robot dispatched→Path blocked detected→Obstacle moved to Zone 2→Incident resolved
A reproducible intervention workflow customers can deploy in their own environment.
01
Connect sensors and cameras.
02
Place AprilTags and define locations.
03
Trigger an anomaly.
04
Validate with AI vision.
05
Dispatch robots autonomously.
06
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.
Shared operational context
The context behind every intervention.
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.
Enterprise & bus — ERP · UNS · order · contractPhysical & sim — sensor · robot · asset · outcome · simulation
Every intervention enriches operational memory — improving every future intervention and expanding enterprise context.
Trust & explainability
Explain every decision.
Every intervention is a traceable, replayable record — from the triggering event to the validated outcome. Enterprise-grade accountability, built in, not bolted on.
Event
Tilt anomaly
→
Verified
In environment
→
Decision
Dispatch robot
→
Action
Obstruction moved
→
Outcome
Incident resolved
→
Sealed
🔒 Signed
01
Mission history
02
Intervention replay
03
Operational graph
04
Simulation validation
05
Signed audit trail
Every action signed, hash-chained and replayable.
The business value it produces
REPRESENTATIVE · PER MONTH
1,284
Missions completed
96
Incidents resolved or avoided
−41%
False positives reduced
8,600
Signed records of operational memory created
Connects to what you run
One governance layer for Physical AI — between your enterprise stack and your floor.
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.
How you scale
Start on a tabletop. Grow to the enterprise.
One path, four rungs — each builds on the last, with no replatforming.
01 · Start
Atelier Kit
Prototype the loop on a tabletop in hours.
one-time deployment
02 · Operate
Atelier Runtime
Deploy the same workflow on your real floor.
subscription
03 · Optimize
Outcome-based billing
Pay only when interventions deliver validated results.
pay on results
04 · Scale
Multi-vendor / multi-site orchestration
Scale across lines, sites and vendors from one runtime.
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.
1
Stage one
Real
The physical world generates continuous event streams — position, movement, proximity, state. Sensors, actuators, robots, cameras feed a live picture of operations as they happen.
Real-time bi-directional communication with devices
Multi-protocol IoT normalisation
Edge AI pre-processing
Sub-second data acquisition
→
2
Stage two
Sim
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.
Browser-native 3D Gaussian Splat twin
Twinnovators® AI agent reasoning
Temporal causal memory
Sim-to-real via NVIDIA Isaac Sim & Lab
→
3
Stage three
Real
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.
Autonomous robot dispatch & commanding
Actuator & intervention control
Worker voice updates — one channel
Outcome-based billing trigger
Sensor event·Twin synchronised·Agent reasoning·Causal model updated·Intervention executed·Outcome logged·Feedback to sim·Sensor event·Twin synchronised·Agent reasoning·Causal model updated·Intervention executed·Outcome logged·Feedback to sim·
Why teams use it
Digital2win® is a runtime environment for Physical AI.
Not a dashboard, not a one-off integration — a runtime your teams build on. Deploy a closed-loop demo in under an hour.
Accelerate Physical AI development
Prototype workflows quickly — without building custom infrastructure.
Reduce deployment risk
Generate thousands of edge cases in World Labs, then validate policies in simulation — NVIDIA Isaac Sim and Isaac Lab — before real-world deployment.
Lower operational costs
Event-driven sensing and selective AI activation — compute only when it matters.
Scale across hardware
Extend workflows from educational robots to industrial platforms, AMRs, drones and quadrupeds.
Industries
See it in the field.
Warehousing · Manufacturing · Industrial Safety · Defence · Research · Robotics Development · Innovation Labs
Warehousing
Defence
Industry 4.0
Why now
Physical AI is the value. The bottleneck is getting it to the floor.
$3.3T
Factories are the largest Physical-AI value pool — by 2030
McKinsey
70%
of manufacturers never get past the pilot
McKinsey
86%
say a digital twin applies to their business — only 44% have built one
McKinsey
4.6M
U.S. manufacturing roles may go unfilled this decade
Deloitte
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.
From desk to deployment
What you prove on a desk runs on the floor you already operate.
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.
On the kit
On your floor
Desk robot
Your AMRs, Spot, Unitree — the same ROS 2
One message bus
Unified Namespace (ISA-95) — OPC UA / Modbus / MQTT, with time-series history
No robots yet? The data fabric, signals and audit transpose just the same — your existing OPC UA / PLC devices plug straight in.
Real2Sim2Real. The Physical AI platform that closes the loop from detection to validated intervention — and charges only when it does.
01
Hardware-agnostic
Digital2win works with any asset — sensors, actuators, pumps, motors, machines, PLCs. No proprietary hardware. No fleet replacement. Zero new infrastructure to deploy.
02
Intervention executed, not just flagged
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.
03
Outcome-based billing
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.
Real2Sim2Real · Start the conversation
Ready to close the loop?
If you think Physical AI will help you beat your competition, let's talk.
Commentary
White paper · with Atsign
Field report
Physical AI readiness
Spatial twins
Spatial twins
