Vendors · Comparison
Fireworks AI vs Vertex AI Provisioned Throughput
Side-by-side comparison of Fireworks AI and Vertex AI Provisioned Throughput for single-tenant LLM hosting. Deployment options, compliance, pricing, and operational fit compared.
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.
Vertex AI Provisioned Throughput
Provisioned Throughput reserves Gemini and partner-model capacity in generative AI scale units (GSUs) on fixed-cost terms, including 1-week options for select models. Google Cloud docs now brand the platform Gemini Enterprise Agent Platform. Vertex AI Platform appears in Google's SOC 1/2/3 and ISO 27001 scope; public GSU price list not verified at review.
From the data
Key differences
- Category Fireworks AI is a Dedicated GPU offering; Vertex AI Provisioned Throughput is Hyperscaler dedicated.
- Compliance Both document SOC 2 Type II and ISO 27001. Only Fireworks AI documents HIPAA BAA. Only Vertex AI Provisioned Throughput documents SOC 3 and GDPR DPA.
- Data residency Neither has a verified data residency guarantee.
- Jurisdiction Both parent companies are under US jurisdiction.
- Pricing Fireworks AI: Per 1M tokens (serverless); per-GPU-second on-demand deployments; reserved capacity (published pricing). Vertex AI Provisioned Throughput: Per GSU (generative AI scale unit) fixed-cost term; 1-week terms for select models (publication not verified).
Generated from the verified vendor data below; sources and dates on each vendor profile.
Side by side
Capabilities compared
| Fireworks AI | Vertex AI Provisioned Throughput | |
|---|---|---|
| Category | Dedicated GPU | Hyperscaler dedicated |
| Deployment models | ServerlessOn-demand dedicatedReserved capacity | Provisioned throughputSingle-zone provisioned throughput |
| Regions | Global, US, Europe, Asia-Pacific | US, Europe, Asia-Pacific |
| Compliance | SOC 2 Type IIISO 27001HIPAA BAA | SOC 2 Type IISOC 3ISO 27001GDPR DPA |
| Pricing model | Per 1M tokens (serverless); per-GPU-second on-demand deployments; reserved capacity | Per GSU (generative AI scale unit) fixed-cost term; 1-week terms for select models |
| Public pricing | Yes | Not verified |
| Residency guarantee | Not verified | Not verified |
| Parent jurisdiction | US | US |
| Analyst note | 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. | Provisioned Throughput reserves Gemini and partner-model capacity in generative AI scale units (GSUs) on fixed-cost terms, including 1-week options for select models. Google Cloud docs now brand the platform Gemini Enterprise Agent Platform. Vertex AI Platform appears in Google's SOC 1/2/3 and ISO 27001 scope; public GSU price list not verified at review. |
Where they diverge
Deployment differentiation
Only Fireworks AI
Both
No overlap in deployment models.
Only Vertex AI Provisioned Throughput
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