Provider Overview
Strengths & Best For
Modal is a serverless GPU cloud that lets Python developers run H100, A100, and T4 workloads with a simple decorator-based API and zero infrastructure management — cold starts measured in seconds. Per-second billing means you only pay for actual compute time, making it highly cost-efficient for bursty AI inference, LLM serving, and batch ML jobs. The go-to on-demand GPU cloud for ML engineers who want to ship fast without touching DevOps.
- Zero infra management
- Instant cold starts
- Python-native API
- Per-second billing
IBM Cloud provides H100 and A100 GPU instances with enterprise-grade compliance certifications including HIPAA, FedRAMP, and SOC 2, making it the default GPU cloud for regulated industries that cannot use less-compliant providers. On-demand and reserved billing options are available, with deep integration into the IBM Watson and watsonx AI ecosystem for enterprise AI workloads. The go-to choice for healthcare, government, and financial services organizations that need GPU compute within a fully compliant cloud environment.
- HIPAA and FedRAMP compliance
- Enterprise SLAs
- IBM Watson integration
- Global regions
Live GPU Pricing
Region Coverage
Popular Comparisons
Modal — specialist provider
Modal is a serverless GPU cloud that lets Python developers run H100, A100, and T4 workloads with a simple decorator-based API and zero infrastructure management — cold starts measured in seconds. Per-second billing means you only pay for actual compute time, making it highly cost-efficient for bursty AI inference, LLM serving, and batch ML jobs. The go-to on-demand GPU cloud for ML engineers who want to ship fast without touching DevOps.
IBM Cloud — hyperscaler provider
IBM Cloud provides H100 and A100 GPU instances with enterprise-grade compliance certifications including HIPAA, FedRAMP, and SOC 2, making it the default GPU cloud for regulated industries that cannot use less-compliant providers. On-demand and reserved billing options are available, with deep integration into the IBM Watson and watsonx AI ecosystem for enterprise AI workloads. The go-to choice for healthcare, government, and financial services organizations that need GPU compute within a fully compliant cloud environment.
Billing model comparison
Modal uses a Per-second serverless billing model with a minimum commitment of None. IBM Cloud uses On-demand, Reserved billing with a None (on-demand) minimum. IBM Cloud's no-commitment on-demand model is more flexible for short-term or experimental workloads, while Modal's commitment requirement suits teams with predictable long-running jobs.
Which workloads each provider suits best
Modal is best suited for: ML engineers, Serverless inference, Rapid prototyping, Python-first teams. Its key strengths are zero infra management, instant cold starts, python-native api. IBM Cloud is best suited for: Regulated industries, Enterprise compliance workloads, IBM ecosystem users. Its key strengths are hipaa and fedramp compliance, enterprise slas, ibm watson integration. As a specialist provider, Modal typically offers lower per-GPU rates for teams that don't need the full hyperscaler ecosystem. IBM Cloud as a hyperscaler offers broader ecosystem integration and compliance certifications at a premium.
Support tiers and region coverage
Modal offers Community → Enterprise support across 2 regions (US-East, US-West). IBM Cloud offers Standard → Enterprise support across 2 regions (US, EU). Both providers have comparable region coverage — choose based on which specific regions overlap with your user base or data residency requirements.
Provider background: Modal vs IBM Cloud
Modal was founded in 2021 and is headquartered in New York, NY. IBM Cloud was founded in 2011 and is headquartered in Armonk, NY. IBM Cloud has 10 years more operational history than Modal, which may matter for teams evaluating provider stability and long-term contract risk. Use the live pricing table above to compare current on-demand and spot rates for specific GPU models, and the region map to verify coverage in your target geography.