numericalai

The platform achieves several times faster performance compared to CPU only systems through native GPU parallelization. Simulations that previously took days complete in hours, enabling same-day results for complex engineering workloads including multiphase flow, turbulence, shock dynamics, and fluid-structure interaction in 1D, 2D, and 3D.

A multi-stage validation pipeline checks code before execution: Python syntax validation with malware scanning, system configuration verification, grid resolution analysis, and AI stability analysis that predicts numerical instabilities. This reduces failed runs and wasted compute time. When simulations fail, AI-assisted debugging interprets error messages, identifies root causes, and provides actionable fixes. Premium users access auto-fix capabilities that automatically generate corrected configurations. Users track simulation progress, view performance metrics, and visualize results as they generate. The platform provides detailed logs and interactive analysis tools.

Free tier offers 2 hours of free compute time. Once the free hours are expired, subsequent batches can either be bought for €150/10 hours or €300/22 hours (save €20) and gives access to priority queue and AI integration tools. Enterprise plans provide unlimited compute, dedicated resources, and access to structural mechanics, multiphysics, and molecular dynamics simulations. Enterprise-grade security with 99.9% uptime, and unlimited storage across all plans. NumericalAI serves manufacturing, automotive, aerospace, marine, energy, and engineering industries, making high-performance CFD accessible to researchers and engineers worldwide.