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Artificial Intelligence

Agentic engineering, built natively into simulation

SimScale combines Engineering AI and Physics AI to orchestrate design, simulation, and optimization workflows — enabling teams to move from manual processes to autonomous engineering execution.

AI infrastructure on SimScale

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AI that executes engineering, not just assists it

SimScale embeds AI across the entire engineering workflow — not as a tool, but as an execution layer.

Engineering AI orchestrates decisions, workflows, and simulations, enabling teams to explore, validate, and optimize designs continuously with agentic speed and physics-based confidence.

Our unique approach doesn’t replace established methods; instead, it lets teams blend agentic engineering speed with the trusted accuracy of physics solvers, all within a single, unified environment.

AI demonstration and benefits for simulation in SimScale

Physics AI: real-world answers, delivered instantly

Physics AI models are trained on high-fidelity simulation data to predict real-world performance in seconds.

Within agentic workflows, these models enable instant evaluation of design decisions, allowing teams to explore, iterate, and optimize continuously without waiting for traditional simulation cycles.

For critical validation, engineers can seamlessly switch to high-fidelity solvers, combining speed with engineering-grade accuracy

Check Physics AI

Engineering AI: intelligence, everywhere you need it

Engineering AI acts as an agentic execution layer across the simulation process, automating setup, coordinating workflows, and driving analysis.

It leverages centralized simulation data and model understanding to guide decisions, execute tasks, and continuously improve outcomes. Engineers define intent. The system executes.

Amplify your team’s productivity, with engineers spending less time on manual tasks and more time innovating, empowered by agentic AI that never limits their expert oversight.

Check Engineering AI
Integrations that work with SimScale

Open platform

SimScale’s AI is ready to connect to your ecosystem, whether through API integration to drive Physics AI predictions, data import pipelines for model training with legacy data, or agent-to-agent interaction with your workflow orchestration setup. 

Openness is a core design principle — giving teams the flexibility to build and scale agentic workflows using the tools and systems they already rely on.

Related Resources

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David Heiny SimScale Co-founder and CEO

Ready for AI? Preparing Your Teams for AI-Powered Computational Design

Learn about the advances in computational design for hardware in the automotive and manufacturing industries.

David Heiny SimScale Co-founder and CEO
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 Lead 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 AI simulation