Turn your simulation data into a predictive asset.
Continuum turns your existing simulation data into internal physics AI models that predict outcomes for new designs in seconds. Your simulation history becomes a strategic asset.
Design Exploration
Screen hundreds of design candidates before committing simulation budget. Continuum builds fast, accurate physics AI models from your existing data — no ML expertise required, minimal data, and every new simulation makes the model smarter.
Product Validation
Combine simulation, test, and field data into unified predictive models. Build a more complete picture of product performance across operating conditions.
System Simulation & Controls
Embed compact physics AI models into system-level simulators and couple control frameworks for real-time on-platform prediction and autonomous operation.
Case Studies
DrivAer++ Benchmark
Public Benchmark Validation
Problem: Validate physics AI predictions against an open benchmark with standard car geometries operating in a small data regime — 150 designs across 3 families.
Solution: Trained Continuum on just 105 cases. Predicted surface pressure (Cp) on unseen designs in seconds.
Results: 1,000× faster than CFD. <5% prediction error. 8 out of 10 top best designs (minimum drag) confirmed by CFD — 80% shortlist hit rate.
Truck Aerodynamics
Industrial Drag Prediction
Problem: Predict aerodynamic drag across roof air deflector variants on a full production truck.
Solution: STL meshes in, drag predictions out. Trained on 32 CFD cases, tested on 8 unseen geometries.
Results: <2% mean prediction error on drag coefficient. 2 days from first upload to results.
Thermomechanical Fatigue
Hyper-Fast Surrogate Model
Problem: Convert a multi-step, multi-physics CAE model of a diesel engine exhaust manifold to a hyper-fast PIML solver for rapid TMF assessment.
Solution: PredictiveIQ incorporated a multi-stage physics-based model in a PIML framework to develop a CAD designer-oriented software that predicts TMF life.
Results: 95% reduction in virtual product development cost.
Continuum Platform
Engineer-first. No ML code. Familiar formats and workflows.
