Vendors · Comparison
Azure OpenAI Provisioned Throughput (PTU) vs Scaleway
Side-by-side comparison of Azure OpenAI Provisioned Throughput (PTU) and Scaleway 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.
Scaleway
Managed Inference runs models on dedicated GPUs at fixed hourly rates (e.g. Llama 3.1-8b at 0.93 EUR/hour) inside a VPC; prompts and responses are stated as stored only in Europe. Scaleway SAS is registered in Paris, France (legal notice). Security page says the SecNumCloud qualification process was entered in January 2025; not yet listed as qualified.
From the data
Key differences
- Category Azure OpenAI Provisioned Throughput (PTU) is a Hyperscaler dedicated offering; Scaleway is EU sovereign.
- Compliance Both document ISO 27001 and GDPR DPA. Only Azure OpenAI Provisioned Throughput (PTU) documents SOC 2 Type II, C5, FedRAMP and HIPAA BAA.
- Data residency Both have a verified data residency guarantee.
- Jurisdiction Parent jurisdiction: Azure OpenAI Provisioned Throughput (PTU) US, Scaleway FR.
- Pricing Azure OpenAI Provisioned Throughput (PTU): Per PTU per hour; Azure Reservations discount with 1-month or 1-year terms (published pricing). Scaleway: Per-hour dedicated GPU (Managed Inference); per token (Generative APIs) (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) | Scaleway | |
|---|---|---|
| Category | Hyperscaler dedicated | EU sovereign |
| Deployment models | Global provisionedData-zone provisionedRegional provisioned | Serverless APIDedicated GPU inference |
| Regions | Global, US, Europe | Europe |
| Compliance | SOC 2 Type IIISO 27001C5FedRAMPHIPAA BAAGDPR DPA | ISO 27001GDPR DPA |
| Pricing model | Per PTU per hour; Azure Reservations discount with 1-month or 1-year terms | Per-hour dedicated GPU (Managed Inference); per token (Generative APIs) |
| Public pricing | Yes | Yes |
| Residency guarantee | Yes | Yes |
| Parent jurisdiction | US | FR |
| 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. | Managed Inference runs models on dedicated GPUs at fixed hourly rates (e.g. Llama 3.1-8b at 0.93 EUR/hour) inside a VPC; prompts and responses are stated as stored only in Europe. Scaleway SAS is registered in Paris, France (legal notice). Security page says the SecNumCloud qualification process was entered in January 2025; not yet listed as qualified. |
Where they diverge
Deployment differentiation
Only Azure OpenAI Provisioned Throughput (PTU)
Both
No overlap in deployment models.
Only Scaleway
Read the full profiles