Runpod

GPU Cloud for AI/ML: Pods, Serverless, Clusters Pricing

Overview

RunPod is a GPU cloud platform for AI/ML workloads with on‑demand pods, serverless endpoints, clusters, and a model hub so developers can train, fine‑tune, infer, and deploy models without infrastructure hassle.

Key Features

  • GPU pods: 30+ SKUs (H200, B200, RTX 5090, etc.) across 30+ regions, per‑second/hour billing.
  • Serverless: Flex/active workers, FlashBoot (<200ms cold starts), persistent storage, no ingress/egress fees.
  • Clusters: Multi‑node up to 64 GPUs, managed orchestration.
  • Hub: One‑click deploy of open‑source models.

Use Cases

  • Model inference: Scale serverless endpoints for high‑throughput apps with zero cold starts.
  • Fine‑tuning/training: Launch GPU pods or clusters for LLMs and compute‑heavy tasks.
  • Agents and apps: Deploy open‑source models via Hub or build custom workflows.
  • Production scaling: Autoscaling serverless workers for bursty traffic.

Pricing Plans

Pods (Community Cloud examples, Secure Cloud higher; per hour shown)

  • H200 (141GB VRAM): $3.59/hr.
  • B200 (180GB): $4.99/hr.
  • H100 PCIe (80GB): $2.39/hr.
  • RTX 4090 (24GB): $0.59/hr.
  • Per‑second billing available; storage $0.10–$0.20/GB/mo.

Serverless (per second; Flex/Active; examples)

  • B200 Flex: $0.00240/s ($8.64/hr).
  • H100 Flex: $0.00116/s ($4.18/hr).
  • RTX 4090 Flex: $0.00019/s ($0.68/hr).

Clusters/Storage: Custom/contact sales; reservations save more.

Pros and Cons

Pros

  • 80+ GPU types, global regions, flexible billing (per sec/hr).
  • Serverless autoscaling eliminates idle costs and infra management.
  • Enterprise compliance (SOC 2, HIPAA) and strong uptime (99.9%).
  • Trusted by 500K+ devs, $120M ARR.

Cons

  • Pricing varies by GPU/region; can add up for always‑on heavy use.
  • Secure Cloud costs more than Community.
FAQs
What GPUs does RunPod offer?

Over 30 SKUs including H200/B200 ($3.59–$4.99/hr), H100 ($2.39–$3.07/hr), RTX 4090 ($0.59/hr), with per‑second billing.

How does RunPod Serverless pricing work?

Per second for Flex/active workers (e.g., RTX 4090 Flex $0.00019/s), autoscaling, FlashBoot cold starts <200ms.

Is RunPod enterprise‑ready?

Yes, SOC 2 Type II, HIPAA/GDPR compliant, with clusters up to 64 GPUs and dedicated sales/support.

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