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 Gen AI with RCP (repeatable, controllable, predictable) attributes, 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 Gen AI 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 Gen AI
• Generate accurate sensor data with ADPH – lens and noise models