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Atlantic.net vs Cerebrium: Pricing, Specs, Strengths & Weaknesses

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

Overview

Provider type
Specialist
Specialist
Founded
1994
2022
Headquarters
Orlando, FL
Cape Town, South Africa
Billing model
On-demand, Reserved
Per-second usage
Min commitment
None (on-demand)
None
Support tier
Standard → Enterprise
Standard
Regions
2 regions
2 regions

Strengths & Best For

Atlantic.net

Atlantic.net is a US-based GPU cloud offering A100 and H100 instances with HIPAA, SOC 2, and HITECH compliance across US East, US West, and EU regions, making it one of the most compliance-ready on-demand GPU cloud options for healthcare and regulated industries. On-demand and reserved billing options are available, with long-standing infrastructure reliability dating back to 1994. A trusted choice for healthcare AI workloads, clinical data processing, and regulated industries that need HIPAA-compliant GPU compute.

Strengths
  • HIPAA compliance
  • SOC 2 certified
  • US and EU regions
  • Long-standing infrastructure
Weaknesses
  • Small GPU catalog vs specialist AI clouds
  • Less ML-focused than specialist providers
  • Limited regions
Best For
Healthcare AI workloadsRegulated industriesHIPAA-compliant inference
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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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Key differences

Atlantic.net

HIPAA-compliant GPU cloud with US and EU regions

Cerebrium

Serverless ML deployment — H100, A100, T4 in seconds via custom containers

AttributeAtlantic.netCerebrium
Provider typespecialistspecialist
Billing modelOn-demand, ReservedPer-second usage
Min commitmentNone (on-demand)None
Regions2 (US, EU)2 (US, EU)
Support tierStandard → EnterpriseStandard
Best forHealthcare AI workloads, Regulated industriesReal-time LLM inference APIs, Fine-tuned model serving
Founded / HQ1994 · Orlando, FL2022 · Cape Town, South Africa