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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Lepton AI is now part of NVIDIA and operates as NVIDIA DGX Cloud Lepton, a platform for accessing and managing AI infrastructure at scale. Originally a serverless AI platform, it has been integrated into NVIDIA's broader DGX Cloud ecosystem, giving teams access to NVIDIA-managed GPU infrastructure through a unified platform. Teams building on NVIDIA's ecosystem should evaluate DGX Cloud Lepton alongside other NVIDIA cloud offerings.
- NVIDIA-managed infrastructure
- DGX Cloud ecosystem integration
- Pythonic SDK
- Competitive spot pricing
- Absorbed into NVIDIA DGX Cloud — roadmap and pricing tied to NVIDIA enterprise sales cycle
- Less suitable for teams outside the NVIDIA ecosystem
- Self-serve on-demand access limited compared to independent GPU clouds
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Key differences
IBM Cloud
IBM Granite 4.0 on RunPod, watsonx AI platform — enterprise GPU with HIPAA and FedRAMP compliance
Lepton AI
NVIDIA DGX Cloud Lepton — AI infrastructure platform by NVIDIA