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Azure OpenAI Provisioned Throughput (PTU) vs Modal

Side-by-side comparison of Azure OpenAI Provisioned Throughput (PTU) and Modal for single-tenant LLM hosting. Deployment options, compliance, pricing, and operational fit compared.

Azure OpenAI Provisioned Throughput (PTU)

Provisioned throughput is now a Microsoft Foundry (formerly Azure AI Foundry) deployment type billed hourly per PTU, with 1-month or 1-year Azure Reservations. Global, Data Zone (US/EU), and Regional options set where prompts are processed; stored data stays in the customer-designated geography. FedRAMP scope names Azure OpenAI; SOC 2, ISO 27001, and C5 attest the Azure platform.

Modal

Terms commit to processing customer data only in customer-specified regions. HIPAA BAA is Enterprise-plan only, and scoped (Volumes v2 in, some features out). No dedicated/single-tenant tier on the public pricing page at review.

From the data

Key differences

  • Category Azure OpenAI Provisioned Throughput (PTU) is a Hyperscaler dedicated offering; Modal is Dedicated GPU.
  • Compliance Both document SOC 2 Type II and HIPAA BAA. Only Azure OpenAI Provisioned Throughput (PTU) documents ISO 27001, C5, FedRAMP and GDPR DPA.
  • Data residency Both have a verified data residency guarantee.
  • Jurisdiction Both parent companies are under US jurisdiction.
  • Pricing Azure OpenAI Provisioned Throughput (PTU): Per PTU per hour; Azure Reservations discount with 1-month or 1-year terms (published pricing). Modal: Per-second GPU, CPU core, and memory billing (published pricing).

Generated from the verified vendor data below; sources and dates on each vendor profile.

Side by side

Capabilities compared

Azure OpenAI Provisioned Throughput (PTU) Modal
Category Hyperscaler dedicated Dedicated GPU
Deployment models Global provisionedData-zone provisionedRegional provisioned Serverless
Regions Global, US, Europe US, UK, Europe, Asia-Pacific
Compliance SOC 2 Type IIISO 27001C5FedRAMPHIPAA BAAGDPR DPA SOC 2 Type IIHIPAA BAA
Pricing model Per PTU per hour; Azure Reservations discount with 1-month or 1-year terms Per-second GPU, CPU core, and memory billing
Public pricing Yes Yes
Residency guarantee Yes Yes
Parent jurisdiction US US
Analyst note Provisioned throughput is now a Microsoft Foundry (formerly Azure AI Foundry) deployment type billed hourly per PTU, with 1-month or 1-year Azure Reservations. Global, Data Zone (US/EU), and Regional options set where prompts are processed; stored data stays in the customer-designated geography. FedRAMP scope names Azure OpenAI; SOC 2, ISO 27001, and C5 attest the Azure platform. Terms commit to processing customer data only in customer-specified regions. HIPAA BAA is Enterprise-plan only, and scoped (Volumes v2 in, some features out). No dedicated/single-tenant tier on the public pricing page at review.

Where they diverge

Deployment differentiation

Only Azure OpenAI Provisioned Throughput (PTU)

Global provisionedData-zone provisionedRegional provisioned

Both

No overlap in deployment models.

Only Modal

Serverless

Read the full profiles