Nebius AI Cloud vs Portkey

Side-by-side comparison of pricing, features and use cases.

Attribute	NNebius AI Cloud Visit Nebius AI Cloud	PPortkey Visit Portkey
Summary	Cloud platform for building, fine-tuning, and running AI workloads on NVIDIA GPUs.	AI gateway and observability platform for routing, monitoring, and governing LLM apps
Categories	AI Code Editor	AI Code Editor
Pricing model	Paid	—
Company	Nebius B.V.	Portkey, Inc.
Key features	Flexible architecture for scaling AI NVIDIA GPUs with InfiniBand AI Studio for fine-tuning Managed Kubernetes and Slurm clusters Competitive GPU pricing	AI Gateway for LLM routing Prompt management Guardrails for LLM behavior Observability for cost, quality, and latency MCP client for agents with tool access
Use cases	Fine-tuning open source models Drug discovery, genomics, and healthtech workloads Orchestrating AI environments on Kubernetes or Slurm Deploying MLflow, PostgreSQL, and Apache Spark	Monitoring cost, quality, and latency of AI apps Routing requests to many LLMs through one endpoint Managing prompts across a team Enforcing guardrails on LLM output
Demo videos	0	0

Information comes from each tool's listing and may change. Check the official site for current pricing.

• View Nebius AI Cloud
• View Portkey