Everything You Need to Ship Fast

Traditional ML deployment takes hours of containerization, configuration, and waiting. Upbox eliminates all of it. Our pre-warmed inference pools keep your models ready to serve the moment you push. Hot-swap technology means updates go live without restarts, downtime, or cold starts. Deploy a model, see it running in production - all in under one second.

Your users don't wait for predictions - neither should your models. Upbox automatically distributes inference across 200+ edge locations worldwide, routing every request to the nearest node. The result: sub-50ms latency for users anywhere on Earth. Whether your customers are in São Paulo, Singapore, or Stockholm, they get instant responses.

Forget capacity planning. Upbox scales from zero to millions of requests without breaking a sweat. Our predictive load balancer anticipates traffic spikes and provisions capacity before you need it. Scale to zero when idle to cut costs, then explode back to full power in milliseconds when demand returns. Pay only for what you use, handle anything that comes your way.

Connect your model registry and let Upbox handle the rest. Every commit triggers automatic validation, testing, and deployment. Blue-green deployments are built-in. Canary releases are one toggle away. Rollbacks happen in a single click. Ship fast without shipping scared - your deployment pipeline should accelerate you, not slow you down.

Bring any model, from any framework. Upbox natively supports PyTorch, TensorFlow, JAX, scikit-learn, ONNX, HuggingFace Transformers, and custom runtimes. No conversion scripts, no compatibility headaches. Just upload your model and deploy. We handle the runtime optimization so you can focus on building better models.

See everything, miss nothing. Upbox streams latency, throughput, error rates, and model drift metrics in real-time. Set up alerts that fire before problems impact users. Trace individual requests end-to-end. Debug production issues in seconds, not hours. Full OpenTelemetry integration means your existing dashboards work out of the box.

Every deployment is fully versioned and traceable. Track which model version is running where, compare performance across versions, and audit every change. Reproduce any deployment from months ago with a single command. When something goes wrong, know exactly what changed and when.

Deploy with confidence in regulated environments. Upbox runs in your VPC, encrypts data at rest and in transit, and supports SSO, RBAC, and audit logging out of the box. SOC 2 Type II certified. HIPAA compliant. Whether you're in fintech, healthcare, or government, your security team will love us.