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articles/ai-foundry/concepts/deployments-overview.md

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@@ -34,7 +34,11 @@ Azure AI Foundry offers four different deployment options:
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| Which models can be deployed? | [Azure OpenAI models](../../ai-services/openai/concepts/models.md) | [Azure OpenAI models and Models as a Service](../../ai-foundry/model-inference/concepts/models.md) | [Models as a Service](../how-to/model-catalog-overview.md#content-safety-for-models-deployed-via-serverless-apis) | [Open and custom models](../how-to/model-catalog-overview.md#availability-of-models-for-deployment-as-managed-compute) |
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| Deployment resource | Azure OpenAI resource | Azure AI services resource | AI project resource | AI project resource |
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| Requires Hubs/Projects | No | No | Yes | Yes |
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| Data processing options | Regional, Data-zone, and Global | Global | Regional | Regional |
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| Data processing options | Regional <br /> Data-zone <br /> and Global | Global | Regional | Regional |
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| Private networking | Yes | Yes | Yes | Yes |
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| Content filtering | Yes | Yes | Yes | No |
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| Custom content filtering | Yes | Yes | No | No |
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| Key-less authentication | Yes | Yes | No | No |
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| Best suited when | You are planning to use only OpenAI models | You are planning to take advantage of the flagship models in Azure AI catalog, including OpenAI. | You are planning to use a single model from a specific provider (excluding OpenAI). | If you plan to use open models and you have enough compute quota available in your subscription. |
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| Billing bases | Token usage & PTU | Token usage | Token usage<sup>1</sup> | Compute core hours<sup>2</sup> |
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| Deployment instructions | [Deploy to Azure OpenAI Service](../how-to/deploy-models-openai.md) | [Deploy to Azure AI model inference](../model-inference/how-to/create-model-deployments.md) | [Deploy to Serverless API](../how-to/deploy-models-serverless.md) | [Deploy to Managed compute](../how-to/deploy-models-managed.md) |
@@ -56,12 +60,10 @@ Azure AI Foundry encourages customers to explore the deployment options and pick
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1. When you are interested in Azure OpenAI models, use the Azure OpenAI Service which offers a wide range of capabilities for them and it's designed for them.
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2. When you are interested in a particular model from Models as a Service, and you don't expect to use any other type of model, use [Serverless API endpoints](../how-to/deploy-models-serverless.md). They allow deployment of a single model under a unique set of endpoint URL and keys.
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2. When you are interested in a particular model from Models-as-a-Service, and you don't expect to use any other type of model, use [Serverless API endpoints](../how-to/deploy-models-serverless.md). They allow deployment of a single model under a unique set of endpoint URL and keys.
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3. When your model is not available in Models as a Service and you have compute quota available in your subscription, use [Managed Compute](../how-to/deploy-models-managed.md) which support deployment of open and custom models. It also allows high level of customization of the deployment inference server, protocols, and detailed configuration.
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3. When your model is not available in Models-as-a-Service and you have compute quota available in your subscription, use [Managed Compute](../how-to/deploy-models-managed.md) which support deployment of open and custom models. It also allows high level of customization of the deployment inference server, protocols, and detailed configuration.
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> [!TIP]
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> Each deployment option may offer different capabilities in terms of networking, security, and additional features like content safety. Review the documentation for each of them to understand their limitations.
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## Related content
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