Digital Twins
Test ideas in seconds.Not months.
Digital twins create a living mirror of your physical assets — combining real-time sensor data with physics-based simulation. Run 1,000 what-if scenarios before touching a single valve.
What Is a Digital Twin?
A digital twin is a virtual replica of a physical asset — a pump, a turbine, a reactor — that mirrors its real-world behavior in real-time.
Feed it sensor data, and it simulates the asset's response. Ask it “what if I increase throughput by 10%?” and it tells you exactly what will happen — temperatures, pressures, stresses, wear rates — before you try it in the real world.
Physical Asset
Your real equipment — pumps, furnaces, compressors, reactors. Sensors stream real-time data continuously, capturing every operational variable.
Digital Twin
A physics-based virtual replica. Same equations, same behavior, same responses. Run what-if scenarios and simulate failure modes — all risk-free.
Steel Mill Ryekronix Furnace Optimization
The operations team wants to reduce energy consumption without sacrificing melt rate. Can we adjust the power profile to cut costs and extend refractory life?
Step 1
Current State — Live Sensor Readings
Step 2
What-If Simulation
“What if we adjust the power profile to reduce electrode consumption while maintaining melt rate?”
Step 3
Optimized Result
6.1%
Energy Reduction
$1.8M annually
+3 weeks
Refractory Life
$420K relining avoided
100%
Throughput Maintained
Zero production loss
Key Capabilities
Physics-based simulation meets AI optimization — delivering capabilities that traditional monitoring cannot match.
Real-Time Simulation
Your twin updates every second. It knows the current state of every component, every flow rate, every temperature gradient.
What-If Scenarios
Test operational changes without risk. Adjust parameters, simulate outcomes, find the optimum — all in software.
AI Optimization
The AI doesn't just simulate — it searches for the best operating point across thousands of variable combinations.
Risk-Free Testing
Test maintenance procedures, emergency responses, and process changes in a safe virtual environment before executing in the real world.
Applications Across Industries
Digital twins tailored to the unique physics and operating conditions of each industry.
Steel Mill
Ryekronix furnace power optimization, refractory life extension
Distillation
Distillation column reflux optimization, energy minimization
Membrane Systems
Membrane fouling simulation, chemical dosing optimization
Bioreactors
Bioreactor scale-up modeling, batch process optimization
Grinding Circuits
Grinding circuit simulation, ball mill throughput optimization
Boiler Systems
Boiler combustion tuning, emissions minimization
Rotary Kilns
Kiln thermal profile optimization, clinker quality simulation
Paint Booths
Paint booth airflow simulation, curing profile optimization
How It Works
From physical equipment to optimized operations in four steps.
01
Connect
Real-time sensor streams feed the twin. Temperature, pressure, vibration, flow rate, and hundreds of other variables arrive continuously from your physical assets.
02
Mirror
Physics models replicate asset behavior with engineering accuracy. The virtual replica responds exactly like the real equipment in real-time.
03
Simulate
Test scenarios in seconds, not weeks. The AI explores thousands of parameter combinations to find optimal operating conditions.
04
Act
Implement optimal parameters with confidence. Every recommendation has been proven in simulation before it reaches your real equipment.
Grounded in Real Engineering Physics
Our digital twins aren't just data-driven models. They embed the actual governing equations of your equipment — from thermodynamics to materials science to fluid dynamics.
Predictions that violate physics are automatically flagged and rejected. Every simulation stays grounded in reality.
Physics-Grounded
Unlike black-box AI that only learns statistical patterns, every simulation respects the laws of physics specific to your industry — compressor thermodynamics, catalyst degradation kinetics, fatigue propagation, fluid dynamics. Predictions that violate physics are automatically flagged and rejected.
AI Experiments
Ask questions in plain English: “What happens if I increase reflux ratio by 5%?” or “How does switching to ceramic seals affect lifespan?” The AI automatically designs a rigorous experiment, runs physics-based simulations on your digital twin, and delivers a full report with confidence intervals — no data science team required.
AI Experimentation Lab
NO DATA SCIENCE REQUIREDExample query:
“What happens if I increase reflux ratio by 5%?”
Ask
Type any operational question in plain English
Design
AI designs a controlled experiment with proper variables
Simulate
Physics-based simulation runs on your virtual twin
Report
Full report with confidence intervals and recommendations
What you can test:
Zero risk to production: Every experiment runs entirely in the virtual twin environment. Test maintenance procedures, emergency responses, material changes, and process optimizations without touching real equipment. Get answers in minutes, not months.
Digital Twins
See Digital Twins
in Action
See how physics-based simulation and AI optimization create a virtual replica of your equipment that simulates, optimizes, and protects — 24/7.