A transformer- based simulation platform.
Our models work at the scale the real world demands, from a single component to a full system. Fast enough to explore every possibility. Accurate enough to build from.
How it works
Inside NP AI
A 3D mesh goes in. The optimal solution comes out. What happens in between is the architecture we built, purpose-designed for the physical reality you are testing.
1
Upload mesh
STL, VTK, or any standard format. Auto pre-processing and tokenization.
2
Fine-tune
50 simulation samples. Adapts to your physics domain in 24h on one GPU.
3
Predict
Sub-minute inference. Full-resolution pressure, temperature, stress fields.
4
Validate & export
Compare against reference runs. Export to your post-processing stack.
In practice
Simulate in seconds. Trust the result.
Thermal, structural, fluid. Across any geometry, at any scale.
THERMAL
Car engine
Structural stress simulation across complex, irregular assemblies. Adapts to any geometry without retraining from scratch.
1,000x
Faster
Same
Accuracy
24h
To train
CFD
Turbine
Full 3D CFD of blade aerodynamics and thermals. Benchmarked and validated against Safran's internal standards.
55ms
Inference
0.4%
Error
25 samples
Needed
FATIGUE
Drone
Fatigue and deformation analysis on irregular geometries. No retraining needed across design variants.
55ms
Inference
50
Samples
1 GPU
24h
Performance
Numbers that change what's possible.
Samples
50
Pretraining eliminates the cold start. Adapt simulators to your geometry and physics in hours.
Less than
1 min.
Sub-minute inference for pressure, velocity, and temperature across meshes 100M+ nodes. No coarsening. No approximation.
Nodes
100M+
No mesh is too large. Handle industrial geometries that choke conventional solvers, turbine blades, crash structures, reactor components.
WHY NPCo
The physics hasn’t changed. The tools finally have.
Traditional solvers gave you the right answer — eventually. Earlier AI gave you a fast guess. NPCo gives you both.
Traditional solvers
Accuracy
HIGH FIDELITY
Speed
WEEKS TO MONTHS
Full Assembly
COST PROHIBITIVE
Training Data
HIGH COMPUTE COST
NPCo AI
Accuracy
HIGH FIDELITY
Speed
UP TO 50,000X FASTER
Full Assembly
ROUTINE
Training Data
AS FEW AS 25 SAMPLES
The rest is a conversation.
If you’re an engineer evaluating us against your pipeline, or a researcher who wants to build the models, write to us.