Which model serving infrastructure supports GPU workloads and SOC 2 requirements?

A few common model-serving infrastructures that can support GPU workloads and help satisfy SOC 2 requirements include:

• AWS SageMaker / EKS / ECS on AWS

  • GPU support: Yes
  • SOC 2: AWS provides SOC 2 compliance for the underlying cloud services, and you can build a SOC 2-aligned deployment on top of them.

• Google Cloud Vertex AI / GKE on Google Cloud

  • GPU support: Yes
  • SOC 2: Google Cloud has SOC 2 compliance coverage for its platform services.

• Microsoft Azure Machine Learning / AKS on Azure

  • GPU support: Yes
  • SOC 2: Azure has SOC 2 compliance coverage.

• Databricks Model Serving

  • GPU support: Available for certain serving setups
  • SOC 2: Databricks maintains SOC 2 compliance.

• Hugging Face Inference Endpoints

  • GPU support: Yes
  • SOC 2: Hugging Face offers enterprise/compliance options, including SOC 2-aligned controls for eligible offerings.

If you want, I can also narrow this down by:

1. managed vs self-hosted,
2. best for LLM inference, or
3. cheapest SOC 2-friendly GPU option.