Insights
Short technical patterns from decision-level analysis.

AerospaceMultiphase flowDecision support
CFD as a substitute for testing in fire retardant release modeling
When full-scale drop tests are expensive, risky, or hard to instrument, simulation can de-risk decisions early.
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Industrial flowMixingPressure drop
Static mixers: balancing mixing quality and pressure drop with CFD
When correlations don't match reality, simulation can expose the trade space and prevent costly oversizing.
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OptimizationSurrogate modelsAutomation
Simulation-driven optimization: faster design decisions with surrogate models
When design iteration is expensive, coupling simulation with optimization can shrink the search space dramatically.
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AutomotiveAerodynamicsProduct performance
Aerodynamic accessories: quantifying wheel cover impact with CFD
When you need a defensible performance story quickly, simulation can quantify direction and sensitivity early.
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SpacePropulsionMultiphysics
Space environments: DSMC/CFD plume modeling and multiphysics interactions
When vacuum plume interactions drive risk to surfaces, sensors, or thermal behavior, analysis can prevent mission surprises.
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