Vendors · Comparison
Databricks Model Serving vs Nebius
Side-by-side comparison of Databricks Model Serving and Nebius for single-tenant LLM hosting. Deployment options, compliance, pricing, and operational fit compared.
Databricks Model Serving
Mosaic AI Model Serving deploys custom MLflow models and fine-tuned foundation models on Databricks-managed serverless compute; provisioned throughput allocates dedicated inference capacity. Trust pages list ISO 27001:2022 (including AWS single-tenant), SOC 2 Type II report on request, HIPAA options, FedRAMP Moderate/High; a standard BAA is published. DPA with SCCs published. Databricks, Inc. is headquartered in San Francisco.
Nebius
Token Factory offers shared or single-tenant endpoints with optional regional deployment in EU or US data centers (Finland, France, US). Contracting entity Nebius B.V. is a Dutch company governed by Netherlands law. Trust center lists HIPAA alongside SOC 2 Type II; no explicit BAA statement found at review. Per-token price list requires account sign-in.
From the data
Key differences
- Category Databricks Model Serving is a Managed self-host offering; Nebius is EU sovereign.
- Compliance Both document SOC 2 Type II, ISO 27001 and GDPR DPA. Only Databricks Model Serving documents HIPAA BAA and FedRAMP. Only Nebius documents SOC 3.
- Data residency Neither has a verified data residency guarantee.
- Jurisdiction Parent jurisdiction: Databricks Model Serving US, Nebius NL.
- Pricing Databricks Model Serving: Per DBU per hour by GPU instance size (e.g. A10G 20 DBU/hour); per-token Foundation Model APIs (published pricing). Nebius: Per 1M input/output tokens; shared and dedicated endpoint tiers (publication not verified).
Generated from the verified vendor data below; sources and dates on each vendor profile.
Side by side
Capabilities compared
| Databricks Model Serving | Nebius | |
|---|---|---|
| Category | Managed self-host | EU sovereign |
| Deployment models | Custom model servingProvisioned throughputPay-per-token endpoints | Serverless APIDedicated endpoints |
| Regions | US, Europe, Asia-Pacific | Europe, US |
| Compliance | SOC 2 Type IIISO 27001HIPAA BAAFedRAMPGDPR DPA | SOC 2 Type IISOC 3ISO 27001GDPR DPA |
| Pricing model | Per DBU per hour by GPU instance size (e.g. A10G 20 DBU/hour); per-token Foundation Model APIs | Per 1M input/output tokens; shared and dedicated endpoint tiers |
| Public pricing | Yes | Not verified |
| Residency guarantee | Not verified | Not verified |
| Parent jurisdiction | US | NL |
| Analyst note | Mosaic AI Model Serving deploys custom MLflow models and fine-tuned foundation models on Databricks-managed serverless compute; provisioned throughput allocates dedicated inference capacity. Trust pages list ISO 27001:2022 (including AWS single-tenant), SOC 2 Type II report on request, HIPAA options, FedRAMP Moderate/High; a standard BAA is published. DPA with SCCs published. Databricks, Inc. is headquartered in San Francisco. | Token Factory offers shared or single-tenant endpoints with optional regional deployment in EU or US data centers (Finland, France, US). Contracting entity Nebius B.V. is a Dutch company governed by Netherlands law. Trust center lists HIPAA alongside SOC 2 Type II; no explicit BAA statement found at review. Per-token price list requires account sign-in. |
Where they diverge
Deployment differentiation
Only Databricks Model Serving
Both
No overlap in deployment models.
Only Nebius
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