Predictive AI for Thermal & Fluid Dynamics

Engineer Smarter.
Iterate at the Speed of AI.

We replace slow, trial-and-error physical prototyping and computationally heavy CFD with rapid, AI-driven design exploration. Discover highly optimized geometries in a fraction of the traditional time.

The Engineering Bottleneck

Traditional R&D limits you to testing only a handful of designs. Our AI workflow opens the entire design space.

Traditional Workflow

CAD Generation Manually create 3-5 design variations based on intuition.
Meshing & Setup Labor-intensive preparation for simulation.
Slow CFD Simulation Wait hours or days for physics equations to solve.
Physical Prototyping Expensive, time-consuming manufacturing.
Sub-optimal Results If it fails, start the long process over. You settle for "good enough".

Onyx Predictive Workflow

Data Ingestion We train an AI Surrogate Model using your past engineering data.
Instant AI Prediction AI evaluates 1,000+ geometric variations in minutes, predicting fluid/thermal performance instantly.
Identify the True Optimum Select the absolute best geometry for lightweighting, thermals, or acoustics.
Final CFD Validation Run high-fidelity CFD *only once* to validate the AI's optimized design.
Accelerated R&D Go to market faster with a clearly superior, highly optimized product.

The Impact of AI on R&D

Realistic expectations for integrating surrogate modeling into your design cycle.

Design Space Exploration

Number of geometric variations evaluated per R&D sprint.

*Traditional CFD limits variations due to mesh/compute time. AI models infer performance instantly across vast design spaces.

Time to Final Design Validation

Average time spent iterating before manufacturing a prototype.

*Onyx workflow requires an upfront investment in data setup and training, but drastically cuts the continuous trial-and-error phase, reserving CFD only for final sign-off.

Our Core Capabilities

Comprehensive services to transition your team into the era of data-driven design.

AI Surrogate Modeling

We replace slow physics simulations with Predictive AI Models. Instantly predict performance and rapidly optimize complex geometries for thermal efficiency, flow rates, and acoustics.

Data Asset Engineering

Your past testing and simulation data is a goldmine. We clean, organize, and transform dormant archives into active datasets used to train your custom AI models.

Advanced CFD Validation

End-to-end Computational Fluid Dynamics services. We provide high-fidelity meshing and analysis to validate the AI's final design before you cut tooling.

AI Integration Consultancy

We assess your current workflows, identify precise ROI opportunities, and build a roadmap to sustainably integrate predictive engineering into your R&D pipeline.

Where We Add Value

Our predictive models excel anywhere fluid flow, heat transfer, or aerodynamics dictate product performance.

HVAC & Climate

Blade shape optimization for fans, minimizing acoustic noise, and maximizing heat exchanger efficiency.

Automotive & Aero

Drag reduction profiling, battery thermal management, and brake cooling duct optimization.

Industrial Machinery

Internal flow path smoothing for pumps, pressure drop reduction, and heavy-duty thermal enclosures.

Marine & Renewable

Hydrodynamic hull optimization, prop design, and wind turbine blade aerodynamic efficiency.

Prove the ROI with a Pilot Project

We don't push massive, rigid software integrations. To demonstrate accuracy and speed with minimal risk, select one challenging component (e.g., a radiator fin or pump impeller). We will optimize it and prove the value.

Ready to accelerate your R&D?