Porsche
Autonomous-driving research and engineering · Robotics
How they use Nebius AI Cloud
Porsche’s research and engineering team uses a synthetic driving-data pipeline delivered with Voxel51, NVIDIA and Nebius. FiftyOne curates driving scenes. Nebius supplies compute for scene labelling, prompt variation, video generation and quality scoring. The research workflow addresses rare driving scenarios that are difficult to collect and label manually.
Porsche AG’s autonomous-vehicle team uses embedding search in Voxel51 to identify scenes that affect model performance. The technical report also describes visual dataset exploration and a data agent that automates scene discovery. On Nebius infrastructure, Cosmos Reason or Qwen3-VL labels footage and creates starting prompts. Nemotron 3 Nano varies prompts across weather, lighting and traffic conditions. Cosmos Transfer generates synthetic video through multiple passes, with NVIDIA OSMO orchestrating the process.
The technical report names Cosmos Evaluator for checks covering hallucinations, traffic signal validity and scene coherence. The social announcement names Cosmos Grader for output scoring. Passing outputs return to FiftyOne for review.
Sources
3 sourcesPorsche pipeline announcement on LinkedIn
16 Mar 2026 · Voxel51 · Web page
Voxel51 states that Porsche AG’s AV team selects driving scenes using embedding search in Voxel51, then moves into a generation pipeline where Nebius handles compute. Cosmos Reason or Qwen3-VL labels source footage, augmentations vary weather, lighting and traffic, and Cosmos Grader scores outputs before passing results return to FiftyOne for review.
Open original sourceNebius Physical AI cloud announcement
16 Mar 2026 · Nebius · Web page
Nebius says Voxel51 is delivering a synthetic data generation pipeline for its customer Porsche, using Nebius cloud for physical AI and NVIDIA technologies to accelerate autonomous-driving data augmentation.
Open original sourceCompany context
porsche.comPorsche AG is a German automotive manufacturer based in Stuttgart that develops, manufactures and sells sports cars, luxury saloons and SUVs to customers worldwide. Its main model families include the 911, 718, Taycan, Panamera, Macan and Cayenne, spanning petrol, plug-in hybrid and fully electric vehicles. Porsche also supplies engines and components, performs vehicle development and engineering work, and offers financing, leasing and mobility services for customers and dealers.
Porsche AG — Fundamental Information about the Porsche GroupPublic company
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