INTELLIGENT AI/ML FRAMEWORK

Product development at the speed of light.

Our Intelligent AI/ML CAE Framework combines physics, AI, and parametric design. For simulation, design, and optimization that are ahead of their time.

Product development reimagined – with the Intelligent AI/ML CAE Framework

Results In Seconds

Simulation-equivalent outputs in the time it takes to click—instead of hours or days.

Without Programming

An intuitive no-code interface designed for CAE teams, not just AI experts.

Multiphysical & Consistent

Models from structure, thermals, and flow in a single, continuous workflow.

Self-learning Pipeline

Continuously more accurate forecasts through automatic retraining of the models.

The best of both worlds: AI meets physics

PINNs are at the heart of our framework. They embed fundamental physical laws such as conservation principles and structural dynamics directly into AI training. The result is not a black box, but an intelligent, comprehensible prediction.
Physically Plausible:

Even with incomplete data, your forecasts always remain realistic.

Highly Efficient:

The computing effort is drastically reduced compared to classic full simulations.

Explainable & Transparent:

You understand why the AI arrives at a result at all times (physics + data instead of guesswork).

Your benefit: Design cycles are radically shortened, while the reliability of your results increases.

Take your product development to the next level.

DEP MeshWorks' Intelligent AI/ML CAE Framework makes simulation faster, more reliable, and more intuitive than ever before. Don't wait for the future of product development. Shape it.

Your ideas. Validated in real time.

PINNs are at the heart of our framework. They embed fundamental physical laws such as conservation principles and structural dynamics directly into AI training. The result is not a black box, but an intelligent, comprehensible prediction.
Predictor – Simulation to click on

After training, Predictor is your tool for immediate answers. Check variants, screen alternatives, and prepare decisions—in seconds. Each new simulation automatically flows back into training, continuously improving your model.

Auto-Parameterizer – The Data Turbo

The unique combination of over 20 years of morphing expertise and state-of-the-art AI. Enrich your database: From just a few existing models, MeshWorks automatically generates hundreds of additional design variants for a robust training set. Accelerate iterations: The old way (design → simulation → evaluation) is becoming a dead end. The new way: design → prediction.

The result: a 100- to 1000-fold acceleration of your iterative development.

Choose Your Workflow

Standard Workflow
MeshWorks Workflow
Speed
Standard – Slow
MeshWorks is up to 1000x faster

From data to optimized design in 5 steps

Define:

You define the physics (disciplines, parameters, boundary conditions).

Generate:

The Auto-Parameterizer generates the DOE and additional designs.

Train:

The PINNs are physics-driven and consistently trained.

Apply:

You use the Predictor to check variants and drive optimizations.

Improve:

New results continuously train the system.

Why choose us?

  • Simuplast – official distributor for Germany, Austria, Switzerland and Hungary
  • Fast responding support & Onboarding in German/Hungarian
  • Workshops & PoCs available