Hugging Face Inference

World's largest open-model hub with managed inference endpoints for any model

Databricks (Mosaic AI)

Unified data and AI lakehouse platform for enterprise-scale machine learning

Strong

17/25

Databricks (Mosaic AI)

Excellent

22/25

Score Breakdown

DimensionHugging Face InferenceDatabricks (Mosaic AI)

Data Residency

Where is your data stored and processed?

Hugging Face Inference: Inference Endpoints support EU data centre regions (AWS, Azure, GCP EU zones). Model inference can be kept within the EU for enterprise customers. Free shared inference API uses US infrastructure. Score reflects Inference Endpoints product.

Databricks (Mosaic AI): Data resides entirely within the customer's own cloud account across all major global regions; VPC injection ensures no shared infrastructure

4/5

Inference Endpoints support EU data centre regions (AWS, Azure, GCP EU zones). Model inference can be kept within the EU for enterprise customers. Free shared inference API uses US infrastructure. Score reflects Inference Endpoints product.

5/5

Data resides entirely within the customer's own cloud account across all major global regions; VPC injection ensures no shared infrastructure

Legal Jurisdiction

Which laws govern the company and your data?

Hugging Face Inference: US incorporation (Delaware) means CLOUD Act applies despite EU data residency options. GDPR DPA available for enterprise customers. EU-US Data Privacy Framework participation. Jurisdiction risk is mitigated but not eliminated by EU data centre options.

Databricks (Mosaic AI): US Delaware corporation subject to CLOUD Act; SCCs and DPAs available for EU/UK transfers

3/5

US incorporation (Delaware) means CLOUD Act applies despite EU data residency options. GDPR DPA available for enterprise customers. EU-US Data Privacy Framework participation. Jurisdiction risk is mitigated but not eliminated by EU data centre options.

2/5

US Delaware corporation subject to CLOUD Act; SCCs and DPAs available for EU/UK transfers

Data Retention & Training

Is your data used for model training?

Hugging Face Inference: Inference Endpoints: request data stays in the customer's isolated endpoint; not used for shared model training. Hub: public model and dataset uploads are public by default. Enterprise DPA provides configurable retention controls.

Databricks (Mosaic AI): Customer controls all data retention; Databricks has no access to data stored in customer cloud accounts

4/5

Inference Endpoints: request data stays in the customer's isolated endpoint; not used for shared model training. Hub: public model and dataset uploads are public by default. Enterprise DPA provides configurable retention controls.

5/5

Customer controls all data retention; Databricks has no access to data stored in customer cloud accounts

Certifications

ISO 27001, SOC 2, Cyber Essentials, etc.

Hugging Face Inference: Holds SOC 2 Type II certification. ISO 27001 in progress. Strong certifications trajectory for a company of its size and stage. Enterprise customers benefit from cloud provider security certifications (AWS, Azure, GCP) for endpoint infrastructure.

Databricks (Mosaic AI): SOC 2 Type II, ISO 27001/17/18, HIPAA, FedRAMP Moderate, PCI DSS, and HITRUST certified

3/5

Holds SOC 2 Type II certification. ISO 27001 in progress. Strong certifications trajectory for a company of its size and stage. Enterprise customers benefit from cloud provider security certifications (AWS, Azure, GCP) for endpoint infrastructure.

5/5

SOC 2 Type II, ISO 27001/17/18, HIPAA, FedRAMP Moderate, PCI DSS, and HITRUST certified

Regulatory Fit

Suitability for regulated industries and professional services

Hugging Face Inference: Good fit for EU enterprises using Inference Endpoints with EU data centre regions. US jurisdiction and developing certification portfolio mean additional due diligence is required for strictly regulated industries. One of the better US-based options for EU-sovereign open-source inference.

Databricks (Mosaic AI): Purpose-built for regulated enterprise workloads; suitable for healthcare, financial services, and government

3/5

Good fit for EU enterprises using Inference Endpoints with EU data centre regions. US jurisdiction and developing certification portfolio mean additional due diligence is required for strictly regulated industries. One of the better US-based options for EU-sovereign open-source inference.

5/5

Purpose-built for regulated enterprise workloads; suitable for healthcare, financial services, and government

Total Score

17/25

22/25

Best For

Hugging Face Inference

Best for organisations requiring broad certification coverage (SOC 2 Type II, ISO 27001, ISO 27017); regulated industries (ICO, HHS); privacy-conscious teams who need strong data retention controls; organisations that need self-hosted or on-premise deployment.

Databricks (Mosaic AI)

Best for privacy-conscious teams who need strong data retention controls; organisations that need self-hosted or on-premise deployment; teams on a tight budget.

Detailed Comparison

Databricks (Mosaic AI) vs Hugging Face Inference: Trust & Compliance Comparison

Databricks (Mosaic AI) (Databricks, US) scores 22/25 overall with a Gold (Excellent) trust badge. Unified data and AI lakehouse platform for enterprise-scale machine learning. Hugging Face Inference (Hugging Face, US) scores 17/25 with a Silver (Strong) trust badge. World's largest open-model hub with managed inference endpoints for any model.

Dimension-by-Dimension Breakdown

#### Data Residency

Databricks (Mosaic AI) leads with 5/5 vs 4/5.

●Databricks (Mosaic AI) (5/5): Data resides entirely within the customer's own cloud account across all major global regions; VPC injection ensures no shared infrastructure

●Hugging Face Inference (4/5): Inference Endpoints support EU data centre regions (AWS, Azure, GCP EU zones). Model inference can be kept within the EU for enterprise customers. Free shared inference API uses US infrastructure. Score reflects Inference Endpoints product.

#### Legal Jurisdiction

Hugging Face Inference leads with 3/5 vs 2/5.

●Databricks (Mosaic AI) (2/5): US Delaware corporation subject to CLOUD Act; SCCs and DPAs available for EU/UK transfers

●Hugging Face Inference (3/5): US incorporation (Delaware) means CLOUD Act applies despite EU data residency options. GDPR DPA available for enterprise customers. EU-US Data Privacy Framework participation. Jurisdiction risk is mitigated but not eliminated by EU data centre options.

#### Data Retention & Training

Databricks (Mosaic AI) leads with 5/5 vs 4/5.

●Databricks (Mosaic AI) (5/5): Customer controls all data retention; Databricks has no access to data stored in customer cloud accounts

●Hugging Face Inference (4/5): Inference Endpoints: request data stays in the customer's isolated endpoint; not used for shared model training. Hub: public model and dataset uploads are public by default. Enterprise DPA provides configurable retention controls.

#### Certifications

Databricks (Mosaic AI) leads with 5/5 vs 3/5.

●Databricks (Mosaic AI) (5/5): SOC 2 Type II, ISO 27001/17/18, HIPAA, FedRAMP Moderate, PCI DSS, and HITRUST certified

●Hugging Face Inference (3/5): Holds SOC 2 Type II certification. ISO 27001 in progress. Strong certifications trajectory for a company of its size and stage. Enterprise customers benefit from cloud provider security certifications (AWS, Azure, GCP) for endpoint infrastructure.

#### Regulatory Fit

Databricks (Mosaic AI) leads with 5/5 vs 3/5.

●Databricks (Mosaic AI) (5/5): Purpose-built for regulated enterprise workloads; suitable for healthcare, financial services, and government

●Hugging Face Inference (3/5): Good fit for EU enterprises using Inference Endpoints with EU data centre regions. US jurisdiction and developing certification portfolio mean additional due diligence is required for strictly regulated industries. One of the better US-based options for EU-sovereign open-source inference.

Certifications at a Glance

Certification	Databricks (Mosaic AI)	Hugging Face Inference
FedRAMP Moderate	Yes	No
HIPAA	Yes	No
HITRUST	Yes	No
ISO 27001	Yes	No
ISO 27017	Yes	No
ISO 27018	Yes	No
PCI DSS	Yes	No
SOC 2 Type II	Yes	Yes

Overall Verdict

Databricks (Mosaic AI) has a clear trust advantage, scoring 22/25 compared to Hugging Face Inference's 17/25. Databricks (Mosaic AI) particularly excels in data residency, data retention & training, certifications, regulatory fit.

Frequently Asked Questions

Which is better for EU compliance, Hugging Face Inference or Databricks (Mosaic AI)?

Hugging Face Inference has a TrustKit score of 17/25 while Databricks (Mosaic AI) scores 22/25. Databricks (Mosaic AI) currently rates higher across data residency, legal jurisdiction, data retention, certifications, and regulatory fit.

How do Hugging Face Inference and Databricks (Mosaic AI) compare on data residency?

Hugging Face Inference scores 4/5 for data residency (Inference Endpoints support EU data centre regions (AWS, Azure, GCP EU zones). Model inference can be kept within the EU for enterprise customers. Free shared inference API uses US infrastructure. Score reflects Inference Endpoints product.), while Databricks (Mosaic AI) scores 5/5 (Data resides entirely within the customer's own cloud account across all major global regions; VPC injection ensures no shared infrastructure).

Are Hugging Face Inference and Databricks (Mosaic AI) GDPR compliant?

Both tools are assessed across five compliance dimensions. Hugging Face Inference has a regulatory fit score of 3/5 and Databricks (Mosaic AI) scores 5/5. Check the full comparison above for a detailed breakdown.

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Hugging Face Inference

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Databricks (Mosaic AI)

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