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Microsoft AB-731 Exam Syllabus Topics:

SectionWeightObjectives
Identify benefits, capabilities, and opportunities for Microsoft's AI apps and services35-40%- Identify benefits and capabilities of Microsoft 365 Copilot and Microsoft Copilot
  • 1. Licensing and pricing models
  • 2. Microsoft 365 Copilot capabilities
  • 3. Microsoft Copilot features
- Identify benefits and capabilities of Azure AI services
  • 1. Azure AI service scenarios
  • 2. Matching services to business needs
Identify the business value of generative AI solutions35-40%- Identify benefits and capabilities of generative AI solutions
  • 1. Use cases and scenarios
  • 2. Business value of generative AI
- Identify the foundational concepts of generative AI
  • 1. Core concepts and terminology
  • 2. Generative AI fundamentals
Identify an implementation and adoption strategy for Microsoft's AI apps and services20-25%- Plan for AI adoption across the organization
  • 1. Change management strategies
  • 2. AI adoption planning
  • 3. Cost considerations and ROI
- Align an AI strategy with Microsoft responsible AI policies
  • 1. Responsible AI principles
  • 2. AI governance and risk management

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Microsoft AI Transformation Leader Sample Questions (Q18-Q23):

NEW QUESTION # 18
For each of the following statements, select Yes if the statement is true. Otherwise, select No.

Answer:

Explanation:

Explanation:
* A generative AI model guarantees factually accurate responses if the model is trained on a large dataset. Answer: No
* Content filtering and responsible AI safeguards help a generative AI model generate safe and inoffensive content. Answer: Yes
* A generative AI model always produces fair and unbiased results when the training data has been properly prepared and reviewed for fairness. Answer: No
* No - A larger training dataset can improve coverage and fluency, but it does not guarantee factual accuracy. Generative models can still hallucinate, mix concepts, or produce plausible-but-incorrect statements because they generate likely text rather than verifying truth. This is why solution designs commonly add grounding/retrieval, validation, and human review for high-stakes outputs.
* Yes - Content filtering and Responsible AI controls are specifically used to reduce harmful, unsafe, or policy-violating outputs . In practice, safeguards include input/output filters, safety classifiers, and governance controls that help enforce safety policies and minimize offensive content. These controls don't make outputs "perfect," but they materially reduce risk and are a standard part of production AI deployments.
* No - Even with careful data preparation and fairness reviews, models can still produce biased outcomes due to residual bias in data, label/measurement issues, deployment context, and shifting real- world distributions. "Always fair and unbiased" is an absolute claim that is not achievable in real systems; fairness is managed through continuous evaluation, monitoring, and mitigations-not assumed as guaranteed.


NEW QUESTION # 19
Your company uses a non-reasoning generative AI model to create textual content. You discover that the model's responses are inconsistent and do NOT meet expectations. You need to improve the prompts. What should you do? More than one answer choice may achieve the goal. Select the BEST answer.

Answer: A,C


NEW QUESTION # 20
- 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 can amplify existing data governance challenges.
answer: Yes
Implementing Microsoft 365 Copilot reduces data management costs.
answer: No
Microsoft 365 Copilot can help IT teams manage data risks.
answer: Yes
Yes - Copilot relies on the permissions, sharing links, and content exposure that already exist in Microsoft
365. If an organization has oversharing (for example, broadly accessible SharePoint sites, poorly scoped Teams, unmanaged external sharing, or excessive access rights), Copilot can surface that content more easily through natural-language querying. In other words, Copilot doesn't create new permissions, but it can increase visibility of governance gaps and make the impact of weak information architecture more apparent.
No - It is not accurate to claim that implementing Copilot inherently reduces data management costs.
Adoption often requires up-front investment in data hygiene, sensitivity labeling, retention, permission cleanup, DLP, and change management. Some organizations may realize productivity gains or reduced effort over time, but "reduces costs" is not a guaranteed outcome and depends heavily on the current state of governance, the scale of remediation needed, and how Copilot is rolled out.
Yes - Copilot can support IT risk management when deployed with the right controls: identity and access governance, sensitivity labels, DLP policies, retention, auditing, and compliance tooling. Because Copilot operates within the Microsoft 365 security/compliance boundary and honors existing access controls, IT can apply centralized policies to reduce leakage risk and improve overall control of how organizational data is accessed and used.


NEW QUESTION # 21
Your company is deploying Microsoft 365 Copilot. The deployment must provide users with access to the Researcher agent to search across data in Microsoft SharePoint. You need to recommend a licensing plan for the solution. What should you recommend?

Answer: A

Explanation:
The requirement is explicit: users must have access to the Researcher agent in Microsoft 365 Copilot and use it to search across organizational content stored in SharePoint . Microsoft's licensing guidance for Researcher indicates that Researcher is available to Microsoft 365 business and enterprise users who have a Microsoft 365 Copilot add-on license (and also to certain consumer "Microsoft 365 Premium" subscriptions).
That maps directly to option C . The Researcher agent is part of the Microsoft 365 Copilot experience for work tenants; it is not enabled merely by having a baseline Microsoft 365 subscription entitlement (B).
Baseline subscriptions can provide access to Microsoft 365 apps and content repositories (like SharePoint
/OneDrive), but the Researcher agent itself is a Copilot capability that requires the Copilot add-on to unlock.
Option A (pay-as-you-go) and D (usage-based consumption license in Azure) describe consumption models that apply to Azure services or agent metering in some scenarios, but they are not the standard licensing requirement to enable the built-in Researcher agent for Microsoft 365 Copilot users. When the goal is to enable Researcher inside Microsoft 365 Copilot for staff, the practical and correct recommendation is to assign the Microsoft 365 Copilot per-user add-on license to the users who need it, ensuring their SharePoint access is already properly permissioned and governed.


NEW QUESTION # 22
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:
* A text-to-image generator can be used to translate content into other languages. Answer: No
* A predictive analytics model can generate new marketing content for a company's online ads. Answer:
No
* A generative AI chatbot can engage customers in personalized conversations and recommend products.
The answer: Yes
* No - A text-to-image generator's primary function is to create images from text prompts , not translate text between languages. Translation is a natural language processing task typically handled by language models or dedicated translation services. A text-to-image model could illustrate translated content (e.g., generate an image based on a translated prompt), but it is not the tool used to perform the translation itself.
* No - Predictive analytics models are designed to predict outcomes (forecasts, probabilities, classifications) from historical patterns, such as predicting click-through rate, churn, or next-quarter demand. They are not designed to create new ad copy or marketing creatives. Generating new marketing content is a generative AI capability (text generation), not predictive analytics.
* Yes - A generative AI chatbot is well-suited to interactive, natural-language conversations . With access to product catalogs and business rules, it can ask clarifying questions, tailor responses to customer needs, and recommend products (for example, suggesting tents based on group size, season, and budget). This combines conversational generation with retrieval/recommendation logic behind the scenes, enabling personalized customer engagement at scale.


NEW QUESTION # 23
......

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