NVIDIA’s Factory Operations Blueprint is in early access, while industrial partners report applications ranging from inspection agents to faster simulations.
NVIDIA’s Factory Operations Blueprint, or FOX, entered early access as the company outlined industrial AI projects with European manufacturers and engineering firms on October 21, 2026. The blueprint is intended to help developers build factory agents that coordinate operations and handle specialist tasks, including visual inspection, root-cause analysis, reporting and fleet management.
FOX-based agents can draw on factory information such as computer-aided design files, product lifecycle management systems, simulations, and IT and operational technology systems. NVIDIA says its Cosmos in-context learning approach can let agents adapt using examples and documentation without fine-tuning. Siemens is integrating FOX-built agents into its Intelligence Center X system to help identify causes of production issues and coordinate factory activity; NVIDIA cites estimated cost savings of 20%. At Siemens’ Erlangen electronics factory, the company says an inspection-process approach reduced calibration time by 40%.
The announcement also covered simulation and design work beyond the factory floor. NVIDIA said cuDSS was being released for general availability at GTC Berlin to accelerate calculations used in simulations of structural stress, fluid flow, electromagnetic fields and semiconductor behavior. Mercedes-Benz uses Siemens Simcenter STAR-CCM+ on NVIDIA GPUs for vehicle aerodynamics, while imec reported up to 40-times speedup on S-Litho benchmarks using its model. Infineon reported a 12-times speedup in 3D breakdown simulation for power devices using Sentaurus Device with NVIDIA CUDA libraries.
Manufacturers are also applying digital twins and robotics simulation to test processes before making physical changes. Audi uses an Omniverse-based battery-production digital twin to assess production concepts before equipment is available. Schaeffler is combining digital twins of humanoid-robot actuators with NVIDIA Isaac simulation frameworks, and Volkswagen Sachsen’s Transparent Factory is using Wandelbots NOVA with Isaac Sim to validate assembly workflows digitally.
The examples illustrate a mix of software availability, reported partner results and projects still in development. NVIDIA also said Schneider Electric and AVEVA are developing an AI-factory digital twin for Nscale, intended to help engineers compare power, cooling and equipment configurations virtually.