Vendors · Comparison
Databricks Model Serving vs Fireworks AI
Side-by-side comparison of Databricks Model Serving and Fireworks 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.
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.
From the data
Key differences
- Category Databricks Model Serving is a Managed self-host offering; Fireworks AI is Dedicated GPU.
- Compliance Both document SOC 2 Type II, ISO 27001 and HIPAA BAA. Only Databricks Model Serving documents FedRAMP and GDPR DPA.
- Data residency Neither has a verified data residency guarantee.
- 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). Fireworks AI: Per 1M tokens (serverless); per-GPU-second on-demand deployments; reserved capacity (published pricing).
Generated from the verified vendor data below; sources and dates on each vendor profile.
Side by side
Capabilities compared
| Databricks Model Serving | Fireworks AI | |
|---|---|---|
| Category | Managed self-host | Dedicated GPU |
| Deployment models | Custom model servingProvisioned throughputPay-per-token endpoints | ServerlessOn-demand dedicatedReserved capacity |
| Regions | US, Europe, Asia-Pacific | Global, US, Europe, Asia-Pacific |
| Compliance | SOC 2 Type IIISO 27001HIPAA BAAFedRAMPGDPR DPA | SOC 2 Type IIISO 27001HIPAA 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-second on-demand deployments; reserved capacity |
| Public pricing | Yes | Yes |
| Residency guarantee | Not verified | Not verified |
| 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. | 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. |
Where they diverge
Deployment differentiation
Only Databricks Model Serving
Both
No overlap in deployment models.
Only Fireworks AI
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