What is Azure AI Foundry?
Azure AI Foundry provides a unified platform for enterprise AI operations, model builders, and application development. This foundation combines production-grade infrastructure with friendly interfaces, ensuring organizations can build and operate AI applications with confidence. Azure AI Foundry is designed for developers to:- Build generative AI applications on an enterprise-grade platform.
- Explore, build, test, and deploy using cutting-edge AI tools and ML models, grounded in responsible AI practices.
- Collaborate with a team for the full life-cycle of application development.
Work in an Azure AI Foundry project
An Azure AI Foundry project is where you do most of your development work. You can work with your project in the Azure AI Foundry portal, or use the SDK in your preferred development environment.Types of projects
Azure AI Foundry supports two types of projects: a [!INCLUDE hub] and a [!INCLUDE fdp]. In most cases, you’ll want to use a [!INCLUDE fdp-project-name].- [!INCLUDE fdp-description]
- [!INCLUDE hub-description]
Which type of project do I need?
- In general, you should use a [!INCLUDE fdp-project-name] if you are looking to build agents or work with models.
- Use a [!INCLUDE hub-project-name] when you need features that are not available in a [!INCLUDE fdp-project-name]. See the following table for more on feature availability.
| Capability | [!INCLUDE fdp] | [!INCLUDEhub] |
|---|---|---|
| Agents | ✅ (GA) | ✅ (Preview only) |
| AI Foundry API to work with agents and across models | ✅ (Native support) | Available via connections |
| Models sold directly by Azure - Azure OpenAI, DeepSeek, xAI, etc. | ✅ | Available via connections |
| Partner & Community Models sold through Marketplace - Stability, Bria, Cohere, etc. | ✅ | Available via connections |
| Open source models e.g. HuggingFace | ✅ | |
| Evaluations | ✅ | ✅ |
| Playground | ✅ | ✅ |
| Prompt flow | ✅ | |
| Content understanding | ✅ | |
| Project files (directly upload files and start experimenting) | ✅ | |
| Project-level isolation of files and outputs | ✅ | ✅ |
| Required Azure dependencies | - | Azure Storage account, Azure Key Vault |
How do I know which type of project I have?
Here are some of the ways to identify your project type:-
From the breadcrumb navigation section
- A [!INCLUDE fdp-project-name] displays (AI Foundry) on the second line
- A [!INCLUDE hub-project-name] displays (Hub) on the second line
-
From the All resources page
- A [!INCLUDE fdp-project-name] displays (AI Foundry) as the parent resource
- A [!INCLUDE hub-project-name] displays (Hub) as the parent resource
Navigate in the Azure AI Foundry portal
In the Azure AI Foundry portal, you can navigate among all your resources using the breadcrumbs at the top of the page. The breadcrumbs show recent resources, along with a link to all resources. The left pane is organized around your goals. Generally, as you develop with Azure AI, you’ll likely go through a few distinct stages of project development:- Define and explore. In this stage you define your project goals, and then explore and test models and services against your use case to find the ones that enable you to achieve your goals.
- Build and customize. In this stage, you’re actively building solutions and applications with the models, tools, and capabilities you selected. You can also customize models to perform better for your use case by fine-tuning, grounding in your data, and more. Building and customizing might be something you choose to do in the Azure AI Foundry portal, or through code and the Azure AI Foundry SDKs. Either way, a project provides you with everything you need.
- Once you’re actively developing in your project, the Overview page shows the things you want easy access to, like your endpoints and keys.
- Observe and improve. In this stage, you’re looking for where you can improve your application’s performance. You might choose to use tools like tracing to debug your application or compare evaluations to hone in on how you want your application to behave. You can also integrate with safety & security systems so you can be confident when you take your application to production.
Customize the left pane
The left pane of the Azure AI Foundry portal is your main navigation tool. Customize this area to show the parts of the portal you want to use. Pin or unpin items into the left pane. When you unpin an item, it is hidden from the left pane but can be found again in the …More menu.- Select … More at the bottom of the pane to see items to pin and unpin.
- Customize each project separately. The left pane is not shared across projects.
- The left pane is not shared across users. Each user customizes their own left pane for each project.
Management center
The management center is a part of the Azure AI Foundry portal that streamlines governance and management activities. In the management center, you can view and manage:- Projects and resources
- Quotas and usage metrics
- Govern access and permissions


