Cerebrium vs OriginCloud: Pricing, Specs, Strengths & Weaknesses
Side-by-side comparison of GPU compute pricing, regions, billing models, and strengths for Cerebrium and OriginCloud. Rates sourced from public APIs — verify current availability and billing terms before purchasing.
Overview
Strengths & Best For
Cerebrium is a serverless ML infrastructure platform that deploys H100, A100, and T4 GPU workloads in seconds using custom containers, enabling real-time LLM inference and fine-tuned model serving without managing any infrastructure. Per-second billing and fast cold starts (typically under 5 seconds) make it highly cost-efficient for bursty AI inference APIs and model deployment pipelines. Supports any Python framework — PyTorch, TensorFlow, JAX, vLLM, TGI. Free tier available. A top choice for ML teams that want to ship production inference endpoints quickly with minimal DevOps overhead.
- Cold starts under 5 seconds — fast serverless GPU spin-up
- Custom containers — any Python framework supported
- Per-second billing with free tier
- H100 and A100 availability
- Supports vLLM, TGI, and custom inference servers
- Smaller provider — limited cluster scale
- Fewer regions than major cloud providers
- Not suitable for multi-node distributed training
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OriginCloud is a Chinese GPU cloud provider offering on-demand GPU instances including RTX 4090, V100 32GB, and RTX 3060 12GB with CNY pricing. The platform targets Chinese AI developers and researchers needing affordable GPU access within Chinese infrastructure. Prices are denominated in CNY; USD equivalents are approximate. Verified 2026-10-22: RTX 3060 12GB at CNY 0.49/hr, RTX 4090 at CNY 1.68/hr, V100 32GB at CNY 1.06/hr.
- Affordable CNY pricing for Chinese market
- RTX 4090 and V100 availability
- On-demand billing with no minimum commitment
- China-based infrastructure for local data residency
- China-only — no international regions
- Prices in CNY — USD conversion adds uncertainty
- Some SKUs render client-side — pricing not always machine-readable
- Smaller provider with limited global presence
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Live GPU Pricing
Region Coverage
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Provider pages
Key differences
Cerebrium
Serverless ML deployment — H100, A100, T4 in seconds via custom containers
OriginCloud
Chinese GPU cloud — RTX 4090, V100, RTX 3060 with CNY pricing