AI-901 domain - 58% of the exam

Implement AI solutions by using Microsoft Foundry

Implement AI solutions by using Microsoft Foundry is 58% of the Microsoft Certified: Azure AI Fundamentals (AI-901) exam. These are the objectives it covers, each with practice questions, with every answer explained.

Objectives in this domain

Sample question from this domain

Free sampleImplement AI solutions by using Microsoft Foundryhard

A developer has finished prototyping a chat experience in the Microsoft Foundry portal and now needs to embed the same deployed model inside a C# web service so that inference requests are issued programmatically at runtime. Which Foundry surface is designed for this?

  • AThe Foundry SDK, which exposes client libraries so an application can authenticate to and call the deployed model from its own code. Correct
  • BThe Foundry portal, which is a browser-based workspace for building and testing projects interactively rather than for embedding calls in application code.
  • CAzure Content Understanding, which extracts fields from documents and media rather than providing programmatic access to a deployed chat model.
  • DThe model catalogue, which lists available models to browse and deploy but does not itself issue runtime inference requests from application code.
The Foundry SDK is the surface an application uses to call a deployed model programmatically, whereas the portal is for interactive work. Embedding a deployed model in application code requires client libraries that handle authentication and inference calls at runtime; the Foundry SDK provides exactly these, while the portal is an interactive design and testing environment.

Why A is correct: The Foundry SDK provides client libraries for languages such as C# and Python, letting application code authenticate and send inference requests to a deployed model at runtime, which is exactly what embedding the model in a web service requires.

Why B is wrong: The portal is tempting because that is where the prototyping happened, but it is an interactive browser workspace for building and testing, not a mechanism for issuing calls from within a compiled application.

Why C is wrong: Azure Content Understanding is an information-extraction capability for documents, images, audio, and video, so it does not give an application programmatic access to a deployed conversational model.

Why D is wrong: The model catalogue helps you find and deploy a model, but it is a discovery surface, not the runtime client an application uses to call the model once deployed.

Other domains in this exam

See also the AI-901 cert hub, the study guide, and the cheat sheet.

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