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simscale platform

AI Infrastructure

AI & simulation for faster innovation

SimScale AI infrastructure
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Seamless AI Integration

Modern AI methods can dramatically speed up engineering innovation. By learning from past engineering data, future engineering workflow steps can be accelerated or even automated. SimScale is built from the ground up to leverage AI methods along the simulation workflow and enable engineering teams to deploy them safely without any IT overhead. 

ai solution vs pde solution
ai simulation in seconds, pde in minutes or hours

AI Simulation

Natively integrated deep learning capabilities allow training, deploying, and version modeling for instant physics predictions. These AI models enable engineering teams to explore design spaces faster, deeper, and broader than possible with traditional PDE solver methods. The capabilities, powered by NAVASTO, include: 

  • Data selection & preparation: All SimScale data is immediately ready for AI training.
  • Model Training: Leverage the latest GPUs in the cloud optimized for neural net / GNN training.
  • Model deployment & versioning: Deploy AI models right next to the standard simulation methods, enabling your engineering team to have the best of both worlds.

AI Co-Pilot

Not just the actual physics simulation itself can be accelerated with SimScale’s AI capabilities, but also the setup. SimScale uses a constantly learning AI model to select the best HPC compute infrastructure for each simulation automatically. More such co-pilot capabilities will be released in the future based on the same architecture (e.g., automatically cleaning geometries, selecting the initial simulation setup, pre-conditioning steady-state simulations with AI results, and more).

AI co-pilot

Related Resources

ai features in simscale

Simulation Co-Pilot: AI and Physics Working Together to Accelerate Engineering Innovation

See how SimScale’s AI simulation features sit side by side with traditional physics solvers, all accessed in a web browser.

Richard Szöke-Schuller Product Manager
ai preview

Product Preview: AI-Based Physics Predictions in Your Web-Browser

See the new AI-powered simulation features launching in SimScale soon.

Get started with cloud-native simulation