OneSim is Cognata's unified simulation and data platform on Azure for AV and ADAS. It fuses real and synthetic pipelines to maximize coverage and precision, powered by two engines: DriveMatriX for supervised GenAI with RCP attributes Repeatable, Controllable, Predictable, and SimCloud for photorealistic 3D rendering with digital twins, AI traffic agents, and regulation-ready libraries. The suite delivers end-to-end simulation, data management, and validation, with benchmarking that shows mAP gains using DriveMatriX augmentations while preserving performance under challenging conditions

• How supervised GenAI with RCP turns a small seed set into large volumes of targeted, trustworthy training data
• How photoreal digital twins and AI traffic in SimCloud validate corner cases at scale with clear KPIs
• How to use ADPH sensor models help to bridge the sim to real gap
• Build high quality perception training sets with DriveMatriX supervised GenAI
• Generate sensor accurate data with ADPH - lens and noise models