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Vendors · Comparison

Databricks Model Serving vs OVHcloud

Side-by-side comparison of Databricks Model Serving and OVHcloud 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.

OVHcloud

AI Endpoints is a serverless per-token API (40+ models) with zero data retention beyond billing data; AI Deploy runs customer containers and models. Certifications page lists SecNumCloud (ANSSI), BSI C5, ISO 27001 and GDPR compliance. Parent OVH Groupe SA is registered in Lille, France. No explicit AI-product data-residency guarantee found at review.

From the data

Key differences

  • Category Databricks Model Serving is a Managed self-host offering; OVHcloud is EU sovereign.
  • Compliance Both document ISO 27001 and GDPR DPA. Only Databricks Model Serving documents SOC 2 Type II, HIPAA BAA and FedRAMP. Only OVHcloud documents C5 and SecNumCloud.
  • Data residency Neither has a verified data residency guarantee.
  • Jurisdiction Parent jurisdiction: Databricks Model Serving US, OVHcloud FR.
  • 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). OVHcloud: Per 1M tokens (AI Endpoints, input/output priced separately) (published pricing).

Generated from the verified vendor data below; sources and dates on each vendor profile.

Side by side

Capabilities compared

Databricks Model Serving OVHcloud
Category Managed self-host EU sovereign
Deployment models Custom model servingProvisioned throughputPay-per-token endpoints Serverless APIManaged model deployment
Regions US, Europe, Asia-Pacific Europe
Compliance SOC 2 Type IIISO 27001HIPAA BAAFedRAMPGDPR DPA ISO 27001C5SecNumCloudGDPR DPA
Pricing model Per DBU per hour by GPU instance size (e.g. A10G 20 DBU/hour); per-token Foundation Model APIs Per 1M tokens (AI Endpoints, input/output priced separately)
Public pricing Yes Yes
Residency guarantee Not verified Not verified
Parent jurisdiction US FR
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. AI Endpoints is a serverless per-token API (40+ models) with zero data retention beyond billing data; AI Deploy runs customer containers and models. Certifications page lists SecNumCloud (ANSSI), BSI C5, ISO 27001 and GDPR compliance. Parent OVH Groupe SA is registered in Lille, France. No explicit AI-product data-residency guarantee found at review.

Where they diverge

Deployment differentiation

Only Databricks Model Serving

Custom model servingProvisioned throughputPay-per-token endpoints

Both

No overlap in deployment models.

Only OVHcloud

Serverless APIManaged model deployment

Read the full profiles