NeuralMould

The new gold standard in AI for Engineering.
Any geometry. Any material. Any injection gates.
One model.

industrial processes
non-newtonian
transient
extreme conditions

NeuralMould Demo

Select from a range of geometries and test injection, material and gate placement parameters to simulate filling behavior in seconds. Rapidly test multiple scenarios to optimize process KPIs and avoid frozen flow fronts.

First Large Engineering Model for injection molding

The simulation of injection molding is highly complex, involving multi-physics calculations that model the transient flow of viscous plastic through thin-walled geometries at extreme temperature and pressure conditions. Our model NeuralMould is able to capture such phenomena for a wide range of injecting conditions and mould geometries, achieving comparable performance to traditional solvers with a fraction of computation time.

200x faster rollouts
multi-material
fast prototyping
multi-gate
speed improvement
200x speedup against traditional solvers
comparable accuracy
Consistent 5% relative errors
model versatility
Input multiple process parameters
scalable pipeline
Transformer-based achitecture
1M+
node geometries
10+
conditioning parameters
1000+
tested real company products

Architecture & Performance

Model Architecture

Type
AB-UPT variant
Input
Mold geometry
Process parameters
Material properties
Gate locations
Output
Pressure, temperature and shear rate fields
Pressure and flow rate curves at gates
Training Data
Almost petabytes of Injection molding simulations
Physics Constraints
Built-in flowrate conservation laws

Performance Metrics

Traditional simulation
30 min - 1 h
Neuralmould
1 - 2 seconds
key performance indicators
4 prediction-related KPIs
filling pattern comparison*
Traditional Solver Ground Truth
AB-UPT
Prediction Error
*Geometry kindly provided by Richter Werkzeugbau GmbH
Trusted by Leading manufacturing companies

"Working with the Emmi team has been fantastic. AI is changing how engineers iterate on designs, and Emmi AI pairs deep technical credibility with a rare ability to move fast. We loved collaborating to bring NeuralMould into real engineering workflows in injection molding"

Dr. Bastiaan Oud, CEO
SIMCON

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Explore how AI powered models are transforming physics simulations, from thermodynamics to fluid dynamics, and learn how to get started building or integrating your own models.