Overview
Strengths & Best For
IBM Cloud provides H100 and A100 GPU instances with enterprise-grade compliance certifications including HIPAA, FedRAMP, and SOC 2, making it a strong GPU cloud option for regulated industries. Deep integration into the IBM watsonx AI ecosystem (watsonx.ai, watsonx.data, watsonx.governance) for enterprise AI workloads. IBM Granite 4.0 H Small is available on RunPod's Public Endpoints. IBM Cloud Bare Metal GPU instances offer dedicated hardware for HPC and AI training. A strong choice for healthcare, government, and financial services organizations that need GPU compute within a fully compliant cloud environment.
- HIPAA, FedRAMP, and SOC 2 compliance
- watsonx AI platform integration (watsonx.ai, .data, .governance)
- IBM Granite 4.0 open models available via API
- Enterprise SLAs and 24/7 support
- Bare metal GPU instances for HPC
- Higher pricing vs specialist GPU clouds
- Smaller GPU catalog than AWS/GCP/Azure
- Less ML-focused tooling for research workloads
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Runcrate is a GPU cloud founded in 2024 offering on-demand instances with per-second billing and no minimum commitment — the meter stops the moment you stop the instance. The platform aggregates GPU capacity across eight global regions spanning North America, Europe, and Asia, covering 14 GPU models from RTX A6000 and A100 through H100 and RTX PRO 6000. Full root access via SSH, Docker support, and custom images are included on every instance. An OpenAI-compatible inference API serves open-source models billed per token, and reserved or dedicated capacity is available for teams with monthly volume commitments.
- Per-second billing — no minimum commitment
- OpenAI-compatible inference API
- 14 GPU models including H100 and RTX PRO 6000
- 8 global regions across NA, EU, and Asia
- Full root SSH access with Docker and custom images
- Reserved and dedicated capacity available
- No enterprise SLAs or uptime guarantees
- Smaller provider — limited scale vs hyperscalers
- No managed platform or containers
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Key differences
IBM Cloud
IBM Granite 4.0 on RunPod, watsonx AI platform — enterprise GPU with HIPAA and FedRAMP compliance
Runcrate
GPU cloud with per-second billing and an OpenAI-compatible inference API