Vendors · Comparison
Azure OpenAI Provisioned Throughput (PTU) vs Fireworks AI
Side-by-side comparison of Azure OpenAI Provisioned Throughput (PTU) and Fireworks AI 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.
Fireworks AI
On-demand deployments run on dedicated GPUs with region selection (US, Europe, APAC). No public data-residency guarantee found at review; the privacy policy states servers are in the US with SCCs for cross-border transfers. ISO 27701/42001 also claimed in vendor docs.
From the data
Key differences
- Category Azure OpenAI Provisioned Throughput (PTU) is a Hyperscaler dedicated offering; Fireworks AI is Dedicated GPU.
- Compliance Both document SOC 2 Type II, ISO 27001 and HIPAA BAA. Only Azure OpenAI Provisioned Throughput (PTU) documents C5, FedRAMP and GDPR DPA.
- Data residency Azure OpenAI Provisioned Throughput (PTU) has a verified residency guarantee; Fireworks AI's residency guarantee is not verified.
- 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). Fireworks AI: Per 1M tokens (serverless); per-GPU-second on-demand deployments; reserved capacity (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) | Fireworks AI | |
|---|---|---|
| Category | Hyperscaler dedicated | Dedicated GPU |
| Deployment models | Global provisionedData-zone provisionedRegional provisioned | ServerlessOn-demand dedicatedReserved capacity |
| Regions | Global, US, Europe | Global, US, Europe, Asia-Pacific |
| Compliance | SOC 2 Type IIISO 27001C5FedRAMPHIPAA BAAGDPR DPA | SOC 2 Type IIISO 27001HIPAA BAA |
| Pricing model | Per PTU per hour; Azure Reservations discount with 1-month or 1-year terms | Per 1M tokens (serverless); per-GPU-second on-demand deployments; reserved capacity |
| Public pricing | Yes | Yes |
| Residency guarantee | Yes | Not verified |
| 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. | On-demand deployments run on dedicated GPUs with region selection (US, Europe, APAC). No public data-residency guarantee found at review; the privacy policy states servers are in the US with SCCs for cross-border transfers. ISO 27701/42001 also claimed in vendor docs. |
Where they diverge
Deployment differentiation
Only Azure OpenAI Provisioned Throughput (PTU)
Both
No overlap in deployment models.
Only Fireworks AI
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