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Category Breakdown Category Number of Questions Identify benefits, capabilities, and opportunities for Microsoft’s AI apps and services 4 Identify the business value of generative AI solutions 4 Identify an implementation and adoption strategy for Microsoft’s AI apps and services 2 TOTAL 10 Question #:1 - [Identify benefits, capabilities, and opportunities for Microsoft’s AI apps and services] Your company purchases Microsoft 365 Copilot for its sales department. The sales department needs to find and summarize information across internal documents quickly. From which two data sources can the sales department obtain results by default? (Select TWO.) an on-premises file share a custom customer relationship management (CRM) system Microsoft SharePoint Microsoft OneDrive Microsoft Sway Answer: C D Explanation By default, Microsoft 365 Copilot is grounded in your organization’s through Microsoft 365 data Microsoft , and it respects the user’s existing permissions. For “find and summarize information across internal Graph documents,” the most direct default document repositories in Microsoft 365 are (team sites and SharePoint shared libraries) and (a user’s work files). That is why and OneDrive C (Microsoft SharePoint) D are the correct selections. Microsoft explicitly describes Copilot as accessing (Microsoft OneDrive) organizational content via Microsoft Graph, including user documents and related work content. The other options are not “by default” sources. is not automatically part of A (on-premises file share) Microsoft Graph unless you integrate/migrate content or use connectors to make it discoverable in Microsoft 365 experiences. similarly requires an integration approach (for example, Microsoft 365 B (custom CRM) Copilot connectors / Graph connectors) to index and expose that data for Copilot to use. E (Microsoft Sway) is not a primary default content source for Copilot’s document grounding and is not typically referenced as a core internal document repository compared to SharePoint/OneDrive. So, for immediate, out-of-the-box internal document discovery and summarization within Microsoft 365, are the default answer. SharePoint + OneDrive Question #:2 - [Identify the business value of generative AI solutions] Microsoft - AB-731 Certs Exam 2 of 9 Pass with Valid Exam Questions Pool A. B. C. D. A. B. C. D. Your company plans to use generative AI to help build a website that will showcase various existing products. Which capability best describes a benefit of using generative AI for this project? Select the BEST answer. translating product descriptions into a different language analyzing product sales to identify patterns and trends designing a new product based on customer requirements creating product descriptions based on product specifications Answer: D Explanation For a product showcase website, the highest-impact, most directly relevant generative AI benefit is content —producing consistent, high-quality product copy quickly. Option matches a core creation at scale D generative AI capability: turning structured inputs (specifications such as dimensions, materials, features, compatibility, and use cases) into natural-language descriptions that are readable, persuasive, and formatted for web publishing. This accelerates catalog onboarding, reduces manual writing effort, and helps maintain a consistent tone and structure across thousands of SKUs. Option (translation) is also something generative AI can do, but it is a narrower, secondary capability A compared to the primary website need: generating product copy from specs. Option is predictive/analytical B AI rather than generative content creation. Option is plausible in ideation, but the scenario is about C showcasing products, not inventing new ones. Therefore, D is the best answer because it aligns existing directly with the project’s core workflow (product specs # publishable descriptions) and delivers measurable business value through speed, consistency, and reduced content production costs. Question #:3 - [Identify the business value of generative AI solutions] You plan to meet with stakeholders to discuss how generative AI can benefit your company. You need to provide a relevant description of generative AI. Which description should you use? Generative AI is designed to generate responses based on a user’s natural language prompts. Generative AI is designed to translate documents into other languages. Generative AI is designed to predict future trends based on historical data. Generative AI is designed to recommend products based on user behavior. Answer: A Explanation Microsoft - AB-731 Certs Exam 3 of 9 Pass with Valid Exam Questions Pool A. B. C. D. Generative AI’s defining capability is producing (text, images, code) in response to new content instructions—most commonly provided as natural language prompts. Option best captures that general- A purpose description for stakeholders: users ask questions or provide instructions, and the system generates responses or drafts content accordingly. B is a specific application (translation) that generative AI can do, but it’s not the defining description. C describes predictive analytics/forecasting, which is a different AI category. describes recommendation D systems, typically driven by user behavior and ranking algorithms, which can be enhanced by AI but is not the core definition of generative AI. Question #:4 - [Identify the business value of generative AI solutions] Which business requirement most closely relates to grounding a generative AI model? supporting multiple languages measuring the number of user interactions per day enabling users to interact by using natural language queries ensuring that verified company data sources are used for response generation Answer: D Explanation Grounding in generative AI means ensuring model outputs are based on trusted, relevant information sources rather than only on the model’s general training data. In a business context, grounding is about aligning responses with verified enterprise knowledge (policies, product documentation, internal procedures, approved FAQs, etc.) so the system is more accurate, consistent, and defensible. That is exactly what option D describes: “ensuring that verified company data sources are used for response generation.” In Microsoft AI solution patterns, grounding is commonly achieved using retrieval-augmented generation (RAG). With RAG, the system retrieves relevant passages from approved company repositories (for example, indexed documents or knowledge bases) and supplies them as context to the model during response generation. This reduces hallucinations, improves factual correctness, and makes answers more relevant to the organization’s reality—critical when AI is used for customer support, employee helpdesks, compliance guidance, or executive reporting. The other options do not directly address grounding. relates to localization/multilingual capability, is a A B usage/telemetry metric, and is an interaction method (natural language interface). They can all be important C requirements, but none of them ensure outputs are anchored to verified company data—the core purpose of grounding. Question #:5 - [Identify an implementation and adoption strategy for Microsoft’s AI apps and services] Microsoft - AB-731 Certs Exam 4 of 9 Pass with Valid Exam Questions Pool A. B. C. D. Your company is building a portfolio of AI-powered business solutions. Company executives want to understand how Microsoft responsible AI principles can support the company ' s long-term goals. Which benefit best demonstrates the importance of responsible AI? Select the BEST answer. guarantees that AI models provide accurate and relevant responses reduces the need for data protection policies and governance enhances stakeholder trust and fosters sustainable AI adoption throughout the organization reduces the need for executive oversight in AI decision-making Answer: C Explanation Responsible AI is fundamentally about while scaling AI across the earning and maintaining trust enterprise. Option is the best answer because responsible AI practices (fairness, reliability and safety, C privacy and security, transparency, accountability, and inclusiveness) reduce reputational, legal, and operational risk and make adoption sustainable over time. When stakeholders trust that AI is governed, tested, and monitored, the organization can expand AI usage confidently across business units. The other options are incorrect because they make absolute or counterproductive claims. is false: A responsible AI does not “guarantee” accuracy; it reduces risk and improves assurance, but no model can be guaranteed correct in all contexts. is the opposite of reality: responsible AI increases the importance of data B protection and governance; it does not reduce the need for them. is also incorrect: responsible AI requires D clear ownership and oversight, especially from leadership, because accountability is a core principle. In short, responsible AI matters because it builds stakeholder confidence and provides guardrails that support long- term, scalable, and compliant AI adoption—exactly what executives care about when investing in an AI portfolio. Question #:6 - [Identify benefits, capabilities, and opportunities for Microsoft’s AI apps and services] - 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: Microsoft - AB-731 Certs Exam 5 of 9 Pass with Valid Exam Questions Pool Explanation Answer Area Azure Vision in Foundry Tools can extract and analyze key phrases from PDF files. Answer: No Azure Vision in Foundry Tools can generate images based on natural language descriptions. Answer: No Azure Document Intelligence in Foundry Tools can be used to automate the processing of invoices and credit notes. Answer: Yes No — Azure Vision in Foundry Tools focuses on tasks such as image analysis and computer vision OCR (reading text from images and documents). While it can extract text from scanned PDFs via OCR, is a natural language processing capability provided by key phrase extraction Azure Language in , not Azure Vision. Key phrase extraction analyzes to identify main concepts, Foundry Tools text which is a different service family than vision. No — Azure Vision can existing images (for example, generate captions/descriptions of an analyze image), but is a generative model capability (for example, generating new images from a text prompt DALL·E through Azure OpenAI/Azure AI Foundry model endpoints), not an Azure Vision feature. Vision describes what it “sees”; it doesn’t synthesize new images from natural language. Yes — Azure Document Intelligence in Foundry Tools is designed for intelligent document processing , including automating extraction of structured fields from financial documents. Microsoft provides prebuilt models for invoices and supports custom extraction for similar document types, which makes it suitable for automating workflows involving invoices and credit-note style documents (field extraction, validation, routing). Question #:7 - [Identify the business value of generative AI solutions] Select the answer that correctly completes the sentence. When a generative AI model produces output that seems realistic but contains incorrect information, the behavior is known as __________. Microsoft - AB-731 Certs Exam 6 of 9 Pass with Valid Exam Questions Pool Answer: Explanation model inaccuracy The scenario describes a model producing —a common plausible-sounding content that is factually wrong generative AI failure mode often referred to as a “hallucination.” Since “hallucination” is not offered in the dropdown, the best matching choice is because the core problem is that the model’s output model inaccuracy is even though it appears confident and coherent. incorrect The other options do not fit the definition of the behavior: is about sensitive information being data leakage exposed (for example, proprietary prompts, secrets, or personal data). is an attack technique Prompt injection where a user tries to override system instructions or cause unsafe actions. describes a Overreliance human —trusting the model too much—rather than the model’s intrinsic behavior of generating /organizational risk incorrect facts. Overreliance can be a consequence of this behavior, but it is not what the behavior itself is called. In practice, you mitigate this kind of inaccuracy by grounding responses in trusted sources (for example, RAG), constraining prompts with explicit requirements, using verification steps (citations, cross-checking, tool-based validation), and adding human review for high-impact use cases. Question #:8 - [Identify benefits, capabilities, and opportunities for Microsoft’s AI apps and services] For each of the following statements, select Yes if the statement is true. Otherwise, select No. NOTE: Each correct selection is worth one point Microsoft - AB-731 Certs Exam 7 of 9 Pass with Valid Exam Questions Pool Answer: 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. Microsoft - AB-731 Certs Exam 8 of 9 Pass with Valid Exam Questions Pool A. B. C. D. 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. Question #:9 - [Identify an implementation and adoption strategy for Microsoft’s AI apps and services] 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? pay-as-you-go a Microsoft 365 subscription entitlement a Microsoft 365 Copilot per-user add-on license a usage-based consumption license in Azure Answer: C Explanation The requirement is explicit: users must have access to the and Researcher agent in Microsoft 365 Copilot use it to search across organizational content stored in . Microsoft’s licensing guidance for SharePoint Researcher indicates that Researcher is available to Microsoft 365 business and enterprise users who have a (and also to certain consumer “Microsoft 365 Premium” Microsoft 365 Copilot add-on license subscriptions). That maps directly to option . The Researcher agent is part of the Microsoft 365 Copilot experience for C 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 and describe consumption A (pay-as-you-go) D (usage-based consumption license in Azure) 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 to the users who need it, ensuring their SharePoint Microsoft 365 Copilot per-user add-on license access is already properly permissioned and governed. Question #:10 - [Identify benefits, capabilities, and opportunities for Microsoft’s AI apps and services] - Select the answer that correctly completes the sentence. Microsoft - AB-731 Certs Exam 9 of 9 Pass with Valid Exam Questions Pool When you use Microsoft 365 Copilot connectors to connect external content to __________, your users can find, summarize, and learn from line-of-business (LOB) data by using natural language prompts. Answer: Explanation Microsoft Graph Microsoft 365 Copilot connectors (built on Microsoft Graph connectors) are used to bring external, line-of- business content into the Microsoft 365 ecosystem by ingesting it into . Once connected, Microsoft Graph the content can be indexed and made discoverable through Microsoft Search and available for Copilot experiences, enabling users to use natural language prompts to find and summarize relevant LOB information—subject to permissions and governance controls. The other choices don’t match how Copilot connectors are positioned. is an Azure indexing Azure AI Search /retrieval service used in custom RAG solutions, but Microsoft 365 Copilot connectors are specifically designed to surface external content through Microsoft 365 experiences via Graph. Microsoft Purview focuses on data governance, compliance, and risk management rather than being the primary ingestion target for Copilot connector content. can store content, but the connector model is about indexing SharePoint external systems into Microsoft Graph so the content becomes searchable and usable across Microsoft 365, not merely placing it into SharePoint as the destination. So the correct completion is because that is the foundational data and indexing fabric Microsoft Graph Copilot uses to reason over organizational content with appropriate permission trimming. About certsout.com certsout.com was founded in 2007. 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