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Microsoft AB-731 Exam Syllabus Topics:

TopicDetails
Topic 1
  • Identify Benefits, Capabilities, and Opportunities for Microsoft's AI Apps and Services: Focuses on mapping Microsoft's AI ecosystem including Microsoft 365 Copilot, Copilot Studio, and Azure AI Foundry Tools to real business use cases, while leveraging built-in scalability, security, and safety benefits.
Topic 2
  • Identify the Business Value of Generative AI Solutions: Covers core generative AI concepts, cost drivers, and business challenges, along with techniques like prompt engineering and RAG that enhance AI value through better data quality, security, and machine learning practices.
Topic 3
  • Identify an Implementation and Adoption Strategy for Microsoft's AI Apps and Services: Covers responsible AI principles, governance, and organizational adoption planning, including AI councils, champion programs, and an understanding of Copilot and Azure AI licensing models.

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Microsoft AI Transformation Leader Sample Questions (Q51-Q56):

NEW QUESTION # 51
For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point

Answer:

Explanation:

Explanation:
* For a user to access organizational data from a mobile device, the user needs a Microsoft 365 Copilot license. No
* To reason over your organizational data by using Microsoft Graph, you need a Microsoft 365 Copilot license. Yes
* To use the Analyst agent, you need a Microsoft 365 Copilot license. Yes Top of Form Bottom of Form The key distinction here is between Copilot Chat capabilities available with a standard Microsoft 365 subscription and the full Microsoft 365 Copilot add-on that enables richer, in-context experiences grounded in organizational data.
Mobile access to organizational data does not inherently require a Microsoft 365 Copilot license. Microsoft's Microsoft 365 Copilot app (and related mobile experiences) can provide Copilot Chat for work/school accounts with a Microsoft 365 license, so simply accessing organizational content on a mobile device is not the same as having the paid Copilot add-on. The statement claims a Copilot license is required just to access org data from mobile, which is too broad-there are mobile Microsoft 365 apps that access org data without the Copilot add-on.
Reasoning over organizational data via Microsoft Graph is a core value proposition of Microsoft 365 Copilot.
Microsoft documents explain that Microsoft 365 Copilot connects LLMs to your organization's content and context through Microsoft Graph and generates responses "anchored" in organizational data. That deeper integration is tied to the Microsoft 365 Copilot experience (an add-on license).
Analyst is a "reasoning agent" within Microsoft 365 Copilot and Microsoft states that users with a Microsoft
365 Copilot license can use Analyst (with defined usage limits). Therefore, the Analyst agent requires the Microsoft 365 Copilot license.


NEW QUESTION # 52
For each of the following statements, select Yes if the statement is true. Otherwise, select No . NOTE: Each correct selection is worth one point.

Answer:

Explanation:

Explanation:
Answer Area
* Microsoft 365 Copilot helps users create and analyze content in Microsoft 365 apps. Answer: Yes
* Microsoft Copilot Studio can only be used to customize Microsoft 365 Copilot. Answer: No
* Microsoft Security Copilot uses AI to assign sensitivity labels to documents. Answer: No
* Yes - Microsoft 365 Copilot is built into Microsoft 365 apps (such as Word, Excel, PowerPoint, Outlook, and Teams) to help users draft, summarize, rewrite, and analyze work content. This includes creating documents and presentations, summarizing emails and meetings, and analyzing information in productivity workflows. That is its primary value proposition, so the statement is true.
* No - Copilot Studio is not limited to customizing Microsoft 365 Copilot. It is used to build and manage agents (conversational experiences) and extend Copilot experiences by connecting to data and actions, creating custom topics/behaviors, and integrating business processes. While it can be used to extend Microsoft 365 Copilot (for example, via declarative agents and other extensibility paths), it is broader than "only customizing Microsoft 365 Copilot," so the statement is false.
* No - Assigning sensitivity labels to documents is primarily a Microsoft Purview Information Protection capability (manual labeling, default labeling, auto-labeling) rather than a core function of Microsoft Security Copilot. Security Copilot is focused on security operations (incident investigation, threat hunting, response guidance). Although AI can support security workflows, the specific act of assigning sensitivity labels to documents is not what Security Copilot is designed to do by default, making the statement false.


NEW QUESTION # 53
Your company receives thousands of scanned invoices each month.
You need to recommend an AI solution that can automatically extract key details, such as invoice numbers, vendor names, and total amounts.
What is the best solution to recommend? More than one answer choice may achieve the goal.
Select the BEST answer.

Answer: D


NEW QUESTION # 54
Hotspot Question
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.

Answer:

Explanation:

Explanation:
Box 1: Yes
Yes - Larger datasets can increase the cost of generative AI solution that uses an Azure Machine Learning workspace.
larger datasets can increase the cost of a generative AI solution using an Azure Machine Learning (AML) workspace. While the AML workspace itself has no additional charge, larger datasets increase expenses across several underlying Azure services, particularly through higher storage, compute, and data transfer requirements.
Box 2: Yes
Yes - The cost of consuming Azure OpenAI models is primarily identified by the number of input and output tokens processed.
The cost of consuming Azure OpenAI models is primarily determined by the number of input and output tokens processed.
This consumption-based, pay-as-you-go model calculates costs based on the total volume of text (or image/audio data) sent to the model (input) and the text generated by the model (output), usually billed per 1,000 or 1 million tokens, depending on the model and pricing page updates.
Box 3: No
No - The cost of custom generative AI solutions always remains the same regardless of the model version or capability used he cost of custom generative AI solutions varies significantly based on the model's version, complexity, and capability. While a basic chatbot might range from $40,000 to $150,000, advanced enterprise-grade platforms with high-risk reasoning can exceed $400,000 to
$500,000+.
Reference:
https://www.doit.com/blog/optimizing-ml-costs-with-azure-machine-learning
https://www.finout.io/blog/azure-openai-pricing
https://medium.com/@dejanmarkovic_53716/custom-ai-solutions-cost-guide-2025-pricing- insights-revealed-cf19442261ec


NEW QUESTION # 55
- Select the answer that correctly completes the sentence.
The primary goal of generative AI is __________.

Answer:

Explanation:

Explanation:
to create new content, such as text, images, or code.
Generative AI is defined by its ability to produce new outputs -content that did not previously exist in exactly that form-based on patterns learned from large datasets. That content can be text (emails, summaries, policies), images (design mockups, marketing visuals), code (snippets, scripts), audio, and more. Therefore, the correct completion is "to create new content, such as text, images, or code." The other options describe different AI categories. "Analyze trends and classify data sources" is primarily analytical/classification work, typically associated with traditional machine learning models (for example, clustering, categorization, fraud classification). "Make predictions based on historical data" is predictive AI (forecasting demand, predicting churn, estimating failure probability). While generative AI can assist those workflows by explaining results or drafting narratives, its primary purpose is not classification or forecasting-it is content synthesis.
In practical business value terms, this is why generative AI is commonly deployed for productivity tasks like drafting and rewriting content, summarizing long documents, generating customer communications, creating knowledge assistants, and producing structured outputs (tables, bullet lists, JSON) from unstructured prompts.
The model's differentiator is its ability to transform instructions and context into coherent, human-like content.


NEW QUESTION # 56
......

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