fix: build

Author: santiagxf

articles/ai-foundry/model-inference/concepts/content-filter.md

@@ -11,7 +11,7 @@ ms.custom: ignite-2024, github-universe-2024
 manager: nitinme
 ---
 
-# Content filtering for model inference in Azure AI services
+# Content filtering for Azure AI Foundry Models
 
 > [!IMPORTANT]
 > The content filtering system isn't applied to prompts and completions processed by audio models such as Whisper in Azure OpenAI in Azure AI Foundry Models. Learn more about the [Audio models in Azure OpenAI](../../../ai-services/openai/concepts/models.md?tabs=standard-audio#standard-deployment-regional-models-by-endpoint).

articles/ai-foundry/model-inference/concepts/models.md

@@ -15,11 +15,11 @@ ms.custom: references_regions, tool_generated
 
 # Models available in Azure AI Foundry Models
 
-Azure AI Foundry Models gives you access to flagship models in Azure AI to consume them as APIs without hosting them on your infrastructure.
+Azure AI Foundry Models gives you access to flagship models in Azure AI Foundry to consume them as APIs without hosting them on your infrastructure.
 
-:::image type="content" source="../media/models/models-catalog.gif" alt-text="An animation showing Azure AI Foundry portal model catalog section and the models available." lightbox="../media/models/models-catalog.gif":::
+A selection of models is offered directly by Microsoft under [Azure Direct Models](#azure-direct-models) which brings the most powerful options to developers to build AI applications. We also enable the breath of models by partnering with key players in the industry and bringing [Azure Ecosystem Models](#azure-ecosystem-models).
 
-Foundry Models makes 
+:::image type="content" source="../media/models/models-catalog.gif" alt-text="An animation showing Azure AI Foundry portal model catalog section and the models available." lightbox="../media/models/models-catalog.gif":::
 
 ## Azure Direct Models
 

articles/ai-foundry/model-inference/how-to/configure-marketplace.md

@@ -21,7 +21,7 @@ Certain models in AI Foundry Models are offered directly by the model provider t
 
 ## Country availability
 
-Pay-as-you-go billing is available only to users whose Azure subscription belongs to a billing account in a country/region where the model offer is available. Availability varies per model provider and model SKU. Read [Region availability for models](../../how-to/deploy-models-serverless-availability.md).
+Azure Ecosystem Models with Pay-as-you-go billing is available only to users whose Azure subscription belongs to a billing account in a country/region where the model offer is available. Availability varies per model provider and model SKU. Read [Region availability for models](../../how-to/deploy-models-serverless-availability.md).
 
 ## Troubleshooting
 

articles/ai-foundry/model-inference/how-to/github/create-model-deployments.md

@@ -1,5 +1,5 @@
 ---
-title: Add and configure models to Azure AI model inference
+title: Add and configure models to Azure AI Foundry Models
 titleSuffix: Azure AI Foundry for GitHub
 description: Learn how to add and configure new models to the Azure AI model inference endpoint in Azure AI Foundry for GitHub.
 ms.service: azure-ai-model-inference
@@ -12,26 +12,26 @@ ms.author: fasantia
 recommendations: false
 ---
 
-# Add and configure models to Azure AI services
+# Add and configure models from Azure AI Foundry Models
 
 You can decide and configure which models are available for inference in the Azure AI services resource model's inference endpoint. When a given model is configured, you can then generate predictions from it by indicating its model name or deployment name on your requests. No further changes are required in your code to use it.
 
-In this article, you learn how to add a new model to Azure AI model inference.
+In this article, you learn how to add a new model from Azure AI Foundry Models.
 
 ## Prerequisites
 
 To complete this article, you need:
 
-* An Azure subscription. If you're using [GitHub Models](https://docs.github.com/en/github-models/), you can upgrade your experience and create an Azure subscription in the process. Read [Upgrade from GitHub Models to Azure AI model inference](../quickstart-github-models.md) if it's your case.
-* An Azure AI services resource. For more information, see [Create an Azure AI Services resource](../../../../ai-services/multi-service-resource.md?context=/azure/ai-services/model-inference/context/context).
+* An Azure subscription. If you're using [GitHub Models](https://docs.github.com/en/github-models/), you can upgrade your experience and create an Azure subscription in the process. Read [Upgrade from GitHub Models to Azure AI Foundry Models](../quickstart-github-models.md) if it's your case.
+* An Azure AI services resource. For more information, see [Create an Azure AI Foundry resource](../quickstart-create-resources.md).
 
 ## Add a model
 
 [!INCLUDE [add-model-deployments](../../includes/github/add-model-deployments.md)]
 
 ## Use the model
 
-Deployed models in Azure AI services can be consumed using the [Azure AI model's inference endpoint](../../concepts/endpoints.md) for the resource.
+Deployed models in Azure AI Foundry Models can be consumed using the [Azure AI model's inference endpoint](../../concepts/endpoints.md) for the resource.
 
 To use it:
 
@@ -54,4 +54,4 @@ When creating model deployments, you can configure additional settings including
 
 ## Next steps
 
-* [Develop applications using Azure AI model inference service in Azure AI services](../../supported-languages.md)
+* [Develop applications using Azure AI Foundry Models](../../supported-languages.md)

articles/ai-foundry/model-inference/how-to/manage-costs.md

@@ -1,6 +1,6 @@
 ---
-title: Plan to manage costs for model inference in Azure AI Services
-description: Learn how to plan for and manage costs for Azure AI model inference in Azure AI Services by using cost analysis in the Azure portal.
+title: Plan to manage costs for Azure AI Foundry Models
+description: Learn how to plan for and manage costs for Azure AI Foundry Models in Azure AI Foundry by using cost analysis in the Azure portal.
 author: santiagxf
 ms.author: fasantia 
 ms.custom: subject-cost-optimization
@@ -10,19 +10,19 @@ ms.date: 1/21/2025
 ---
 
 
-# Plan to manage costs for model inference in Azure AI Services
+# Plan to manage costs for Azure AI Foundry Models
 
-This article describes how you can view, plan for, and manage costs for model inference in Azure AI Services.
+This article describes how you can view, plan for, and manage costs for Azure AI Foundry Models.
 
-Although this article is about planning for and managing costs for model inference in Azure AI Services, you're billed for all Azure services and resources used in your Azure subscription.
+Although this article is about planning for and managing costs for Azure AI Foundry Models, you're billed for all Azure services and resources used in your Azure subscription.
 
 ## Prerequisites
 
 * Cost analysis in Cost Management supports most Azure account types, but not all of them. To view the full list of supported account types, see [Understand Cost Management data](/azure/cost-management-billing/costs/understand-cost-mgt-data?WT.mc_id=costmanagementcontent_docsacmhorizontal_-inproduct-learn). 
 * To view cost data, you need at least read access for an Azure account. For information about assigning access to cost management data, see [Assign access to data](/azure/cost-management/assign-access-acm-data?WT.mc_id=costmanagementcontent_docsacmhorizontal_-inproduct-learn).
 
 
-## Understand model inference billing model
+## Understand Azure AI Foundry Models billing model
 
 Language models understand and process inputs by breaking them down into tokens. For reference, each token is roughly four characters for typical English text. Models that can process images or audio break down them into tokens too for billing purposes. The number of tokens per image or audio content depends on the model and the resolution of the input.
 

articles/ai-foundry/model-inference/includes/configure-marketplace/rbac.md

@@ -9,7 +9,7 @@ ms.topic: include
 
 ## Permissions required to subscribe to Azure Ecosystem Models
 
-Azure Ecosystem Models available for deployment (for example, Cohere models) require Azure Marketplace. Model providers define the license terms and set the price for use of their models using Azure Marketplace.
+[Azure Ecosystem Models](../../concepts/models.md#azure-ecosystem-models) available for deployment (for example, Cohere models) require Azure Marketplace. Model providers define the license terms and set the price for use of their models using Azure Marketplace.
 
 When deploying third-party models, ensure you have the following permissions in your account:
 

articles/ai-foundry/model-inference/includes/use-chat-completions/csharp.md

@@ -26,7 +26,7 @@ To use chat completion models in your application, you need:
 
 [!INCLUDE [how-to-prerequisites-csharp](../how-to-prerequisites-csharp.md)]
 
-* A chat completions model deployment. If you don't have one, read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add a chat completions model to your resource.
+* A chat completions model deployment. If you don't have one, read [Add and configure Foundry Models](../../how-to/create-model-deployments.md) to add a chat completions model to your resource.
 
     * This example uses `mistral-large-2407`.
 

articles/ai-foundry/model-inference/includes/use-chat-completions/java.md

@@ -26,7 +26,7 @@ To use chat completion models in your application, you need:
 
 [!INCLUDE [how-to-prerequisites-java](../how-to-prerequisites-java.md)]
 
-* A chat completions model deployment. If you don't have one, read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add a chat completions model to your resource.
+* A chat completions model deployment. If you don't have one, read [Add and configure Foundry Models](../../how-to/create-model-deployments.md) to add a chat completions model to your resource.
 
     * This example uses `mistral-large-2407`.
 

articles/ai-foundry/model-inference/includes/use-chat-completions/javascript.md

@@ -26,7 +26,7 @@ To use chat completion models in your application, you need:
 
 [!INCLUDE [how-to-prerequisites-javascript](../how-to-prerequisites-javascript.md)]
 
-* A chat completions model deployment. If you don't have one, read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add a chat completions model to your resource.
+* A chat completions model deployment. If you don't have one, read [Add and configure Foundry Models](../../how-to/create-model-deployments.md) to add a chat completions model to your resource.
 
 ## Use chat completions
 

articles/ai-foundry/model-inference/includes/use-chat-completions/python.md

@@ -26,7 +26,7 @@ To use chat completion models in your application, you need:
 
 [!INCLUDE [how-to-prerequisites-python](../how-to-prerequisites-python.md)]
 
-* A chat completions model deployment. If you don't have one, read [Add and configure models to Azure AI services](../../how-to/create-model-deployments.md) to add a chat completions model to your resource.
+* A chat completions model deployment. If you don't have one, read [Add and configure Foundry Models](../../how-to/create-model-deployments.md) to add a chat completions model to your resource.
 
     * This example uses `mistral-large-2407`.