delivering above 1000x speed improvements over traditional CPU-based CFD tools. Engineers access the full workflow — from setup to post-processing — through a browser-based interface with no software installation required.

Core capabilities include:

GPU-Accelerated Solvers: Compressible multiphase flow simulation on cloud GPUs, turning week-long runs into hours. Zero Meshing (Immersed Boundary Method): Engineers upload CAD/STL geometry directly — eliminating the meshing step that typically consumes 60–80% of simulation setup time. AI Copilot: A domain-trained AI assistant that generates validated simulation configurations from plain-English descriptions. Engineers describe their problem, and Copilot produces a ready-to-run case file with solver settings, boundary conditions, equations of state, and grid parameters — validated automatically before execution. 75+ Validated Templates: Pre-built simulation configurations spanning spray atomization, cavitation, blast loading, industrial acoustics, combustion, and reactive flows. Usage-Based Pricing: Pay-per-compute-hour model with no seat licenses, starting at €1 for a trial.

Target applications:

Spray atomization and droplet dynamics (fuel injectors, coatings, thermal management) Cavitation prediction and prevention (pumps, valves, propulsion) Impact, blast, and structural loading analysis Industrial acoustics and ultrasonic processes (NDT, semiconductor cleaning, medical devices) Mixing, combustion, and reactive flow simulation (hydrogen transition, gas turbines, chemical reactors) CAD-to-simulation for complex geometries across automotive, aerospace, and manufacturing The AI Copilot differentiator:

NumericalAI's Copilot democratizes simulation by allowing domain engineers — not just CFD specialists — to self-serve. It is trained on the complete MFC solver documentation, validated templates, and manufacturing best practices. Engineers describe what they need in natural language, and the system generates, validates, and executes simulation cases directly from the chat interface. This eliminates the structural bottleneck where 2–3 CFD specialists gate every simulation request with multi-week backlogs.

Security and compliance: OAuth2 authentication, TLS 1.3 encryption in-transit, GDPR-compliant data handling, and customer simulation data is never used for model training by default.

NumericalAI serves aerospace, automotive, energy, manufacturing, semiconductor, and defense engineering teams looking to compress product development cycles, reduce physical prototyping costs, and scale simulation capacity without additional specialist headcount or capital infrastructure investment.