local by design. unmatched by default.

Smarter Designs. Fewer Experiments. Faster Results.

PI Probaligence GmbH is an AI technology company specializing in advanced machine-learning solutions for engineering, simulation, and product development. Our focus is physical AI: models that understand geometry, uncertainty, physics-related behavior, and real engineering constraints — not just data.

From probabilistic ML and Bayesian optimization to generative design and agentic workflow automation, our technologies help engineers replace time-consuming simulations, explore design spaces in seconds, and make confident decisions supported by uncertainty quantification.

Our solutions empower customers to accelerate development cycles, reduce costs, and bring innovative products to market faster.

At its core, STOCHOS uses our unique DIM-GP algorithm (deep infinite mixture of Gaussian processes) that handles changing geometries, meshes, noise, multi-fidelity data, and physics-consistent behavior
– all without manual tuning.

STOCHOS is a complete ML toolkit for physical modeling, optimization, and generative design in engineering.
It enables users to:

  • Train high-accuracy surrogate models with minimal data
  • Predict fields, signals, and complex geometries in seconds
  • Quantify uncertainty to ensure trustworthy, engineering-grade results
  • Optimize parameters or full designs with Bayesian optimization
  • Generate new, fully validated geometries using Generative AI
  • Build agentic AI workflows that automate entire engineering processes

Why choose Stochos

Built for engineers — not data scientists

Trustworthy predictions with uncertainty quantification

Runs locally: your data stays on your hardware

Requires only minimal data

Delivers results in milliseconds to seconds

Scales from simple parameter predictions to full 3D field estimation

PI Probaligence is proud to partner with Ansys Inc. to bring next-generation probabilistic modeling into engineering.
With our local, uncertainty-aware AI technology, we enhance simulation workflows by delivering fast, reliable predictions that accelerate development and support smarter, data-driven decisions.

We redefine digital engineering through cutting-edge AI by combining probabilistic models, generative AI, and agentic workflows to speed up expensive simulations and accelerate your R&D — safely, efficiently, and at scale.
Ready to take the next step? Reach out to us, start a proof of concept, or discover how our technologies can transform your processes.

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