Viso Suite vs NVIDIA DGX Cloud Lepton (formerly Lepton AI)

Viso Suite is an enterprise visual intelligence platform from viso.ai for building, deploying, and operating computer vision applications across cameras, sites, and industries. It connects existing camera feeds, edge devices, AI models, and business systems so operations teams can turn video into real-time alerts, dashboards, and automated workflows without stitching together separate point tools.

The platform is built around Visual General Intelligence (VGI), viso.ai's approach to scene understanding that lets teams describe what they want a camera to detect and build governed vision applications through a visual no-code studio. Viso Suite covers the full lifecycle: data collection and model training, application development, multi-site deployment, and ongoing operations with monitoring, security, and compliance controls.

Viso Suite targets complex organizations running physical operations in manufacturing, construction, transportation, retail, agriculture, healthcare, and smart city environments. Customers use it for safety monitoring, quality inspection, PPE compliance, restricted-zone alerts, crowd analytics, and other mission-critical vision use cases that need to scale across thousands of cameras and hundreds of sites.

NVIDIA DGX Cloud Lepton connects developers to GPU compute across a global network of cloud partners from one platform. You build, train, and deploy models with a single workflow whether the GPUs sit on AWS, CoreWeave, Lambda, or regional providers that meet data sovereignty rules. The site integrates NVIDIA NIM microservices, serverless endpoints on build.nvidia.com, and tools for inference, testing, and training without rearchitecting when you switch providers.

Independent GPU marketplaces make you pick one cloud and rewrite deployment scripts when capacity moves. DGX Cloud Lepton acts as a compute broker: discover GPUs from 25+ partners, run workloads where your data lives, and keep the same developer experience from prototype through production. NVIDIA acquired the original Lepton AI startup in April 2025 and folded it into this unified multi-cloud layer.

AI-native startups, model builders, and platform teams that outgrow a single cloud contract are the target users. Partners listed on the platform include AWS, CoreWeave, Crusoe, Lambda, Nebius, Scaleway, and Together AI with Blackwell and H100-class hardware. Access starts through build.nvidia.com APIs and the open-source leptonai Python library.