Google Cloud vs Novita AI

Scalable virtual machines with a wide range of machine types, including GPUs.

Managed Kubernetes service for deploying and managing containerized applications.

Event-driven serverless compute platform.

Fully managed serverless platform for containerized applications.

Unified ML platform for building, deploying, and managing ML models.

Spare compute capacity at discounted Spot prices, suitable for fault-tolerant workloads that can be interrupted.

One endpoint for 200+ text, image, audio and video models, callable with existing OpenAI client libraries

Qwen, DeepSeek, GLM, Kimi, MiniMax, Llama, Gemma and Nemotron families served serverlessly with per-token billing

Cache-read pricing published separately from standard input pricing on most chat models

Per-second serverless GPU jobs, on-demand instances, and bare-metal clusters with H100 and H200 hardware

Dedicated deployments for workloads that need reserved capacity rather than shared serverless throughput

Isolated runtimes for agent workloads that call models and execute tools, billed per second