Vendors · Comparison
Databricks Model Serving vs Together AI
Side-by-side comparison of Databricks Model Serving and Together AI 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.
Together AI
Dedicated endpoints are explicitly single-tenant GPU instances with public per-hour pricing. Terms of service make no geographic storage commitment, so residency guarantee is recorded as none.
From the data
Key differences
- Category Databricks Model Serving is a Managed self-host offering; Together AI is Dedicated GPU.
- Compliance Both document SOC 2 Type II and HIPAA BAA. Only Databricks Model Serving documents ISO 27001, FedRAMP and GDPR DPA.
- Data residency Databricks Model Serving's residency guarantee is not verified; Together AI offers no residency guarantee (verified).
- Jurisdiction Both parent companies are under US jurisdiction.
- 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). Together AI: Per 1M tokens serverless; per GPU-hour for dedicated endpoints and clusters (published pricing).
Generated from the verified vendor data below; sources and dates on each vendor profile.
Side by side
Capabilities compared
| Databricks Model Serving | Together AI | |
|---|---|---|
| Category | Managed self-host | Dedicated GPU |
| Deployment models | Custom model servingProvisioned throughputPay-per-token endpoints | ServerlessDedicated endpointGPU clusters |
| Regions | US, Europe, Asia-Pacific | Not verified |
| Compliance | SOC 2 Type IIISO 27001HIPAA BAAFedRAMPGDPR DPA | SOC 2 Type IIHIPAA BAA |
| Pricing model | Per DBU per hour by GPU instance size (e.g. A10G 20 DBU/hour); per-token Foundation Model APIs | Per 1M tokens serverless; per GPU-hour for dedicated endpoints and clusters |
| Public pricing | Yes | Yes |
| Residency guarantee | Not verified | No |
| Parent jurisdiction | US | US |
| 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. | Dedicated endpoints are explicitly single-tenant GPU instances with public per-hour pricing. Terms of service make no geographic storage commitment, so residency guarantee is recorded as none. |
Where they diverge
Deployment differentiation
Only Databricks Model Serving
Both
No overlap in deployment models.
Only Together AI
Read the full profiles