The Future of Simulation: Large Engineering Models
Large Engineering Models are pre-trained engineering intelligence that replace solvers, work everywhere, and deliver instant physics-accurate results for entire verticals.
Real-time engineering is here.


All our models are built on unified principles, allowing parallelization across verticals: shared modeling assumptions, standardized software architecture, and consistent approaches to data handling, generation, and storage.
The Real-Time Engineering Advantage
1 GPU
10000 Cells
1000x

Build Physics AI, not workarounds
The complete toolkit for training, fine-tuning, and deploying physics AI models at industrial scale. From data loading to inference optimization. Everything you need to build real-time engineering applications.

Engineering Data that's validated
Physics-validated datasets spanning industrial problems. Pre-processed, quality-assured, and ready for model training. The same data that powers our reference models.

Skip months of training
Production ready models for specific engineering use cases. Deploy immediately for instant results or fine-tune with your data for task specific optimization.
Latest updates
AB-UPT Sets New Benchmarks Across Major CFD Datasets
Emmi AI now leads performance across the industry’s key public CFD datasets - DrivAerML, DrivAerNet++, AhmedML, SHIFT-SUV, and SHIFT-Wing, often by wide margins. A new Technical Report details AB-UPT’s performance on Luminary Cloud’s SHIFT datasets for automotive and aerospace applications.
NeuralDEM, Now Open Source: Real-Time Deep Learning for Industrial Particulate Flows
NeuralDEM introduced in November 2024 as the first end to end deep learning alternative to CFD–DEM multiphysics simulations, is now open source. The dataset and model enable real-time, physically consistent simulation of industrial particulate flows at production scale.
Emmi AI releases AB-UPT: Scaling Neural Surrogates to 100M+ Mesh Cells
Emmi AI presents AB-UPT, a novel architecture that scales neural surrogates for computational fluid dynamics (CFD) to industrial-scale problems with over 100 million mesh cells - achieving state of the art accuracy, mesh free inference, and physics consistent predictions.
Engineering Without Limits
What if design and validation happened simultaneously? What if every idea could be tested instantly? We're collapsing the boundary between CAD and CAE, turning imagination into validated engineering in real-time.
From aerospace to semiconductors, from energy to manufacturing, we're eliminating the gap between design and truth. The future isn't coming.
We're building it now!
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