Vendors · Comparison
Baseten vs Databricks Model Serving
Side-by-side comparison of Baseten and Databricks Model Serving for single-tenant LLM hosting. Deployment options, compliance, pricing, and operational fit compared.
Baseten
Dedicated deployments and an enterprise self-hosted option position Baseten for single-tenant use. No public data-residency guarantee found at review; trust centre lists subprocessors across multiple clouds.
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.
From the data
Key differences
- Category Baseten is a Dedicated GPU offering; Databricks Model Serving is Managed self-host.
- Compliance Both document SOC 2 Type II, HIPAA BAA and GDPR DPA. Only Baseten documents SOC 3. Only Databricks Model Serving documents ISO 27001 and FedRAMP.
- Data residency Neither has a verified data residency guarantee.
- Jurisdiction Both parent companies are under US jurisdiction.
- Pricing Baseten: Per 1M tokens (Model APIs); per-minute GPU/CPU instances for dedicated deployments (published 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).
Generated from the verified vendor data below; sources and dates on each vendor profile.
Side by side
Capabilities compared
| Baseten | Databricks Model Serving | |
|---|---|---|
| Category | Dedicated GPU | Managed self-host |
| Deployment models | Dedicated deploymentSelf-hostedHybrid | Custom model servingProvisioned throughputPay-per-token endpoints |
| Regions | US, UK, Europe, Asia-Pacific | US, Europe, Asia-Pacific |
| Compliance | SOC 2 Type IISOC 3HIPAA BAAGDPR DPA | SOC 2 Type IIISO 27001HIPAA BAAFedRAMPGDPR DPA |
| Pricing model | Per 1M tokens (Model APIs); per-minute GPU/CPU instances for dedicated deployments | Per DBU per hour by GPU instance size (e.g. A10G 20 DBU/hour); per-token Foundation Model APIs |
| Public pricing | Yes | Yes |
| Residency guarantee | Not verified | Not verified |
| Parent jurisdiction | US | US |
| Analyst note | Dedicated deployments and an enterprise self-hosted option position Baseten for single-tenant use. No public data-residency guarantee found at review; trust centre lists subprocessors across multiple clouds. | 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. |
Where they diverge
Deployment differentiation
Only Baseten
Both
No overlap in deployment models.
Only Databricks Model Serving
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