AI Model Serving

Serverless inference endpoints.

Deploy AI models as auto-scaling API endpoints in seconds. GPU, CPU, and TPU inference with pay-per-prediction pricing. No infrastructure to manage.

Client ApplicationREST / gRPC APIINFERENCE GATEWAYAuth & QuotaKV CacheModel RouterPromptStream APIAUTO-SCALING TENSOR SUPERPODActive (3 nodes)Tensor Core 1A100 • 80GBTensor Core 2A100 • 80GBTensor Core 3A100 • 80GBScaling...A100 • 80GBProvisioning...Scale to ZeroMulti-Engine Support

Any framework

Models

< 50 ms

Latency

GPU / TPU

Hardware

0 to ∞

Scale

Inference infrastructure.

Deploy any model as an auto-scaling API endpoint with GPU support.

Any framework

Deploy PyTorch, TensorFlow, JAX, ONNX, and Triton models. Custom containers for any runtime.

GPU auto-scaling

Scale GPU inference from zero to hundreds of replicas. Automatic model loading and warm-up.

A/B testing

Split traffic between model versions. Shadow deployments for safe testing.

Model caching

Intelligent model caching across fleet. Sub-second cold starts for cached models.

Access control

API key and IAM-based access control. Rate limiting and request validation.

Batch inference

Process large datasets in batch mode. Automatic parallelization and result storage.

Getting started

Launch your first instance in three steps. CLI, console, or API — your choice.

Terminal
ur ai models upload my-model \
  --framework=pytorch \
  --artifact=model.tar.gz

AI at any scale.

LLMs, computer vision, and embeddings — serverless inference endpoints.

LLM inference

Serve large language models with automatic GPU scaling and KV cache.

View tutorial

Suggested configuration

H100 · vLLM · Auto-scale

Estimate your costs

Create detailed configurations to see exactly how much your architecture will cost. Pay for what you use, down to the second.

Configuration 1

Estimated: $44.20/mo

Inference Runtime

Usage Volume

K

Infrastructure

GB

Options

Premium SLA (99.99%)+25% for guaranteed availability
Config 1 cost$44.20

Cost details

$44.20

Auto-scaling endpoints. A/B testing. Model monitoring.

Configuration 1
$44.20
2× standard Replica(s)$29.20
Request Processing$10.00
Storage$5.00

Works seamlessly with

GPU Instances
MLOps Pipeline
Model Registry
Cloud Monitoring
IAM
Cloud Logging

Frequently asked questions

Deploy AI models in seconds.

Serverless inference with GPU auto-scaling. Pay per prediction.