Cerebrium vs OVHcloud: Pricing, Specs, Strengths & Weaknesses

Side-by-side comparison of GPU compute pricing, regions, billing models, and strengths for Cerebrium and OVHcloud. Rates sourced from public APIs — verify current availability and billing terms before purchasing.

Overview

Attribute

Cerebrium

OVHcloud

Provider type

Specialist

Founded

2022

1999

Headquarters

Cape Town, South Africa

Roubaix, France

Billing model

Per-second usage

On-demand, Reserved, Savings Plan

Min commitment

None

Support tier

Standard

Basic → Enterprise

Regions

2 regions

4 regions

Strengths & Best For

Cerebrium

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.

Strengths

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

Weaknesses

Smaller provider — limited cluster scale
Fewer regions than major cloud providers
Not suitable for multi-node distributed training

Best For

Real-time LLM inference APIsFine-tuned model servingTeams wanting serverless GPU with custom containersBursty inference workloads with zero idle cost

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OVHcloud

OVHcloud is a French GPU cloud offering H200, H100, L40S, L4, A10, V100S, and Quadro RTX 5000 instances with EU data sovereignty, GDPR compliance, and 99.99% monthly SLA. AI Endpoints (serverless inference): Base API (no commitment), Batch API (most economical), and Model Catalogue (free trials). AI Notebooks, AI Training, and AI Deploy services. Free credit for new Public Cloud projects — check ovhcloud.com for current offer. ISO27001, SOC, and health data certifications. Founded 1999 — one of Europe's largest cloud providers.

Strengths

H100 and L40S — competitive EU pricing
AI Endpoints: serverless inference with Base, Batch, and Model Catalogue tiers
Free credit for new Public Cloud projects
EU data sovereignty and GDPR compliance — 99.99% SLA
ISO27001, SOC, health data certifications
One of Europe's largest cloud providers (founded 1999)

Weaknesses

Complex product lineup can be confusing
Support quality varies by tier
Limited ML-specific tooling vs specialist providers

Best For

EU-based AI teams needing GDPR complianceCost-conscious European enterprisesTeams wanting European alternative to US hyperscalersServerless inference via AI Endpoints

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