Physics at the speed of AI
across multiple industries
Pre-trained Physics AI models delivered out-of-the-box across aerospace, automotive, biotech, defense, energy, manufacturing, and maritime.
Aerospace
Aircraft programs runs aerodynamics, propulsion, and structural-loads simulations one after another, with each taking weeks. The model returns high-fidelity outputs for each of these workflows in seconds.
Automotive
A vehicle program serializes aero, thermal, and crash campaigns, and each one blocks the next design iteration. The model returns drag, pack-thermal, and crash answers on the CAD geometry in seconds.
Biotech & Pharmaceuticals
Bioreactor scale-up and bioprocess optimization are driven by gas-liquid physics that traditional CFD cannot evaluate at the rate process teams iterate. The model accurately predicts full-volume liquid and gas velocity, kLa, dissolved species profiles, pH profile, gas holdup, bubble size distribution, and turbulent kinetic energy, and more across geometry and operating condition variants in seconds, so scale-up and process tuning leverage fast simulation rather than expensive empirical runs.
Defense
Defense programs run on timelines that simulation tools cannot keep up with. The UniversalAGI models predict drone and UAV aerodynamics, rocket aerodynamics and thermodynamics, hypersonic aerothermal, multi-body separation, and beyond in seconds, not days to weeks. Designers can change the flap percentage and get high quality feedback in seconds, without HPC setup or meshing.
Energy
UniversalAGI uses Physics AI models to automate the entire subsurface modeling workflow, from seismic imaging and well logs through to a fully history-matched reservoir model with uncertainty quantification. What traditionally takes years now takes minutes, accelerating time to market and recovery.
Industrial Manufacturing
Injection molding and additive manufacturing programs iterate on geometry, gates, and process parameters, and each CFD or thermal study takes days to weeks. The model returns fill time, temperature, pressure, and shear-rate fields across gate placements and process variants in seconds, so a tool designer answers fill completeness, peak gate pressure, and cycle time before steel is cut.
Maritime & Shipbuilding
A ship program with the UniversalAGI platform evaluates thousands of hull variants, including buttock, waterlines, stations, bulbous bow, sail, and hydrofoil optimizations in seconds. Traditional CFD simulations require PhD-grade knowledge and weeks to months of turnaround time. Our multi-phase model returns quantities like resistance, seakeeping, and cavitation margin, with the deployment quality that naval programs require.