Vendors · Comparison
Amazon Bedrock Provisioned Throughput vs Fireworks AI
Side-by-side comparison of Amazon Bedrock Provisioned Throughput and Fireworks AI for single-tenant LLM hosting. Deployment options, compliance, pricing, and operational fit compared.
Amazon Bedrock Provisioned Throughput
Provisioned Throughput reserves per-model capacity in Model Units (MUs), billed hourly with no-commitment, 1-month, or 6-month terms; required for serving customised models. AWS states Bedrock content is stored at rest in the Region of use and not shared with model providers. Example per-MU rates are published for some models; most quotes require an AWS account team.
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 Amazon Bedrock Provisioned Throughput is a Hyperscaler dedicated offering; Fireworks AI is Dedicated GPU.
- Compliance Both document SOC 2 Type II, ISO 27001 and HIPAA BAA. Only Amazon Bedrock Provisioned Throughput documents SOC 3, C5, FedRAMP and GDPR DPA.
- Data residency Amazon Bedrock Provisioned Throughput has a verified residency guarantee; Fireworks AI's residency guarantee is not verified.
- Jurisdiction Both parent companies are under US jurisdiction.
- Pricing Amazon Bedrock Provisioned Throughput: Per Model Unit (MU) per hour; no-commitment, 1-month, or 6-month terms (no 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
| Amazon Bedrock Provisioned Throughput | Fireworks AI | |
|---|---|---|
| Category | Hyperscaler dedicated | Dedicated GPU |
| Deployment models | Provisioned throughputCustom model (provisioned) | ServerlessOn-demand dedicatedReserved capacity |
| Regions | US, Europe, Asia-Pacific | Global, US, Europe, Asia-Pacific |
| Compliance | SOC 2 Type IISOC 3ISO 27001HIPAA BAAC5FedRAMPGDPR DPA | SOC 2 Type IIISO 27001HIPAA BAA |
| Pricing model | Per Model Unit (MU) per hour; no-commitment, 1-month, or 6-month terms | Per 1M tokens (serverless); per-GPU-second on-demand deployments; reserved capacity |
| Public pricing | No | Yes |
| Residency guarantee | Yes | Not verified |
| Parent jurisdiction | US | US |
| Analyst note | Provisioned Throughput reserves per-model capacity in Model Units (MUs), billed hourly with no-commitment, 1-month, or 6-month terms; required for serving customised models. AWS states Bedrock content is stored at rest in the Region of use and not shared with model providers. Example per-MU rates are published for some models; most quotes require an AWS account team. | 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 Amazon Bedrock Provisioned Throughput
Both
No overlap in deployment models.
Only Fireworks AI
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