Vendors · Comparison
CoreWeave vs Vertex AI Provisioned Throughput
Side-by-side comparison of CoreWeave and Vertex AI Provisioned Throughput for single-tenant LLM hosting. Deployment options, compliance, pricing, and operational fit compared.
CoreWeave
Security page states every CKS node is single-tenant; CKS runs Kubernetes directly on bare-metal nodes without a hypervisor. SOC 2 Type II scope covers Bare Metal and CKS. Trust centre shows ISO 27001/27017/27018 badges but the security page uses "aligned with" wording, so ISO 27001 is excluded (https://www.coreweave.com/security). Terms name CoreWeave, Inc. under New York law.
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 CoreWeave is a Dedicated GPU offering; Vertex AI Provisioned Throughput is Hyperscaler dedicated.
- Compliance Both document SOC 2 Type II and GDPR DPA. Only Vertex AI Provisioned Throughput documents SOC 3 and ISO 27001.
- Data residency Neither has a verified data residency guarantee.
- Jurisdiction Both parent companies are under US jurisdiction.
- Pricing CoreWeave: Per-GPU-hour on-demand and spot; reserved capacity at up to 60% discount (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
| CoreWeave | Vertex AI Provisioned Throughput | |
|---|---|---|
| Category | Dedicated GPU | Hyperscaler dedicated |
| Deployment models | Bare metalManaged KubernetesOn-demandSpotReserved capacity | Provisioned throughputSingle-zone provisioned throughput |
| Regions | US, UK, Europe | US, Europe, Asia-Pacific |
| Compliance | SOC 2 Type IIGDPR DPA | SOC 2 Type IISOC 3ISO 27001GDPR DPA |
| Pricing model | Per-GPU-hour on-demand and spot; reserved capacity at up to 60% discount | 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 | Security page states every CKS node is single-tenant; CKS runs Kubernetes directly on bare-metal nodes without a hypervisor. SOC 2 Type II scope covers Bare Metal and CKS. Trust centre shows ISO 27001/27017/27018 badges but the security page uses "aligned with" wording, so ISO 27001 is excluded (https://www.coreweave.com/security). Terms name CoreWeave, Inc. under New York law. | 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 CoreWeave
Both
No overlap in deployment models.
Only Vertex AI Provisioned Throughput
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