Where this matters

The problems we're building for — and the teams we want to work with during our pilot phase.

CFD design exploration

Aerodynamic and fluid-flow studies where each candidate normally means another multi-day solver run. Surrogates make the wide sweep affordable; full solvers verify the finalists.

Thermal & structural trade studies

Multi-objective optimization where teams need to see the trade-off frontier, not a single point solution — weight versus stiffness, heat rejection versus pressure drop.

Process & equipment sizing

Industrial equipment configurations evaluated against cost, throughput, and safety constraints simultaneously, instead of iterating one variable at a time.

Early-phase concept screening

Rapidly narrowing hundreds of concepts to a defensible shortlist before committing detailed engineering hours to any of them.

Is your problem a fit?

The pilot program is a good match if:

Your team runs parameter or geometry sweeps through an expensive solver.
Simulation queue time regularly limits how many candidates you evaluate.
Your outputs are governed by physics that surrogate models can learn (fluid, thermal, structural, or coupled).

It's probably not a fit (yet) if:

Your bottleneck is meshing or geometry preparation rather than solve time.
You need certified results for regulatory submission on first pass.
Your design space is fewer than a handful of discrete options.

Not sure? Describe your problem to us — we'll tell you honestly whether we can help.