Train and deploy vision AI at scale

Nebius provides the GPU infrastructure, high-throughput video storage, and managed inference to build, fine-tune, and deploy vision language models from raw footage and images to production-ready APIs.

Sustained GPU access for VLM training

Large-scale, uninterrupted GPU clusters for fine-tuning vision language models on real-world video and image data. With low interruption rates and automated recovery, your training runs finish on schedule.

High-throughput storage for video

Enhanced Object Storage delivers up to 2 GB/s per GPU for video dataset hydration. Handle dense multimodal datasets, including 4K video, sensor streams, annotated image libraries.

Vision models ready to serve

Nebius Token Factory offers 60+ models including vision-language models such as Qwen2.5-VL-72B-Instruct and Kimi-K2.6 via a simple OpenAI-compatible API — for image captioning, visual Q&A, content moderation, and more, with no GPU management required.

What vision AI teams can do with Nebius

Fine-tune VLMs on real-world video

Curate real-world video into annotated training data and fine-tune models like NVIDIA Cosmos Reason into use-case-specific VLMs for industrial monitoring, smart cities, and safety applications. Nebius provides the GPU clusters, storage pipelines, and orchestration to keep training runs stable and cost-efficient.

Curate and annotate visual datasets

Run Voxel51 FiftyOne workflows on Nebius GPU clusters to auto-label, curate, and quality-check visual datasets at scale. Reduce the time between data collection and model-ready training sets.

Serve vision models via API

Use Nebius Token Factory to deploy vision-language models, including Qwen and your own fine-tuned checkpoints. Get sub-second inference with no infrastructure overhead, accessible through a familiar OpenAI-compatible API.

Run video inference at scale

Scale video understanding and generation workloads on NVIDIA L40S or RTX PRO 6000 GPU instances purpose-built for visual compute. Higgsfield AI runs production video inference on Nebius with 40% cost efficiency gains versus alternative providers.

Resources

Nebius Token Factory adds vision models, embeddings and LoRA

Voxel51, Nebius, and NVIDIA power Porsche’s synthetic AV data pipeline

Nebius teams with NVIDIA to build cloud for physical AI