Microsoft AB-410 Q&A - in .pdf

  • AB-410 pdf
  • Exam Code: AB-410
  • Exam Name: Building Intelligent Applications
  • Updated: Aug 13, 2026
  • Q & A: 91 Questions and Answers
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Microsoft AB-410 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Create intelligent applications25-30%- Create canvas apps
  • 1. Build apps using data sources
    • 2. Use Power Fx and reusable components
      • 3. Implement error handling and testing
        • 4. Integrate Copilot Studio agents
          - Create model-driven apps
          • 1. Create apps using natural language tools
            • 2. Build dashboards and charts
              • 3. Design forms and views
                • 4. Manage access and security roles
                  Topic 2: Build business application logic and automation40-45%- AI prompts and models
                  • 1. Consume AI models in apps and flows
                    • 2. Configure prompt inputs and knowledge sources
                      • 3. Build prompts using AI Hub templates
                        - Create cloud flows
                        • 1. Use connectors and approvals
                          • 2. Implement conditions, loops, and error handling
                            • 3. Design triggers and actions
                              - Business logic
                              • 1. Evaluate business automation use cases
                                • 2. Configure business rules and process flows
                                  • 3. Implement calculated and formula columns
                                    Topic 3: Create a foundation for intelligent applications25-30%- Build data models in Dataverse
                                    • 1. Configure calculated, rollup, prompt, and summary columns
                                      • 2. Configure forms, views, and security
                                        • 3. Configure relationships and constraints
                                          • 4. Create and modify tables and columns
                                            - Design Microsoft Power Platform solutions using AI-enabled tools
                                            • 1. Recommend extensibility options
                                              • 2. Recommend environment types
                                                • 3. Analyze requirements to identify components and implementation options
                                                  • 4. Evaluate built-in agents for business solutions
                                                    • 5. Apply ALM strategy and solution design

                                                      Microsoft Building Intelligent Applications Sample Questions:

                                                      1. Case Study 2 - Fabrikam Inc
                                                      Background
                                                      Fabrikam Inc. is an energy provider that operates wind and solar farms across multiple countries and regions. The company uses Microsoft Power Platform to manage asset maintenance, technician workflows, and predictive analytics.
                                                      Field technicians use canvas apps on mobile devices to capture inspection and repair data.
                                                      Operations managers use model-driven apps to monitor asset performance and maintenance history.
                                                      The company plans to enhance its platform by introducing AI-driven insights, improving reuse across applications, and establishing a formal application lifecycle management (ALM) strategy.
                                                      Current environment
                                                      Applications
                                                      Field technicians use an outdated mobile app to log maintenance activities and capture asset readings in SharePoint Online.
                                                      Operations managers use a model-driven app to review maintenance records and asset performance trends.
                                                      Development practices
                                                      Developers build and modify applications directly in the production environment.
                                                      There is NO structured ALM process.
                                                      Solutions are NOT consistently used to package or deploy application components.
                                                      Reusable components are inconsistently implemented across apps, leading to duplication.
                                                      AI integration
                                                      Fabrikam Inc. plans to actively explore generative AI usage as part of the next phase of work.
                                                      Business requirement
                                                      Application development
                                                      The outdated mobile app must be replaced with a new app that supports responsive design principles, provides full control over the UI, and allows technicians to take and upload photos directly from their mobile devices.
                                                      The new app for the field technicians requires the name of the technician to be persisted on the home screen only. In addition, work orders must be displayed within a gallery.
                                                      All new apps must connect to a scalable, cloud-based relational data store.
                                                      Apps must support efficient data entry for technicians in the field.
                                                      Reusable UI elements must be implemented to reduce duplication.
                                                      AI capabilities
                                                      The company requires a generative AI solution to manage customer complaint responses and create custom inspection reports that align to an existing template.
                                                      Customer complaint responses must be generated in applications and based on emails being sent to a mailbox.
                                                      Custom AI development must be minimized.
                                                      Generative AI reusability
                                                      Generative AI solutions must accept dynamic inputs to adapt to different scenarios.
                                                      Generative AI solutions must be reusable across different Power Platform services.
                                                      Extensibility
                                                      Custom UI form components must be reusable across applications.
                                                      Use of server-side custom code must be minimized where possible.
                                                      Technical requirements
                                                      Application lifecycle management (ALM)
                                                      Separate environments must be used for development, testing, and production.
                                                      Solutions must be used to package application components, segmented based on functional areas.
                                                      Managed solutions must be deployed to the production environment.
                                                      Validation must occur before deployment to production.
                                                      Data processing
                                                      Aggregated values across related rows must be displayed for reporting.
                                                      Calculations must update automatically as new data is entered. Calculation data must be limited to a maximum length of 10.
                                                      Issues
                                                      Duplicate logic exists across multiple canvas apps.
                                                      Developers frequently overwrite changes in production.
                                                      Generative AI solutions produce inconsistent outputs due to missing or inconsistent inputs.
                                                      Maintenance metrics are not consistently calculated across related rows.
                                                      You need to resolve the issues with the canvas apps.
                                                      Which two configurations should you use? Each correct answer presents part of the solution.
                                                      NOTE: Each correct selection is worth one point.

                                                      A) Context variable
                                                      B) Component library
                                                      C) Collection
                                                      D) User-defined function
                                                      E) Named formula


                                                      2. A company uses a Dataverse table to manage support cases.
                                                      You must provide employees with a summary of case information derived from multiple columns without requiring a manual review of the data.
                                                      The solution has the following requirements:
                                                      - Generate a case summary following the given instructions.
                                                      - Include the context of the current record in the generated output.
                                                      You need to configure the solution.
                                                      Which two actions should you perform? Each correct answer presents part of the solution.
                                                      NOTE: Each correct selection is worth one point.

                                                      A) Create the column by using the prompt data type.
                                                      B) Configure a formula column to generate the response text.
                                                      C) Configure a business rule to populate the field automatically.
                                                      D) Define a prompt that references the case fields.


                                                      3. Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.
                                                      After you answer a question in this section, you will NOT be able to return to it. As a result these questions will not appear on the review screen.
                                                      A company integrates external systems into Power Automate by using cloud flows.
                                                      The company must connect to external services with different characteristics and determine whether a custom connector is required.
                                                      You need to evaluate if a custom connector is necessary to meet the requirements.
                                                      Solution: A cloud flow must retrieve data from SharePoint Online lists.
                                                      Does the solution meet the goal?

                                                      A) Yes
                                                      B) No


                                                      4. A company tracks order processing duration using a model-driven app.
                                                      The company requires a system that provides the following functionality:
                                                      - The age of the order, based on the created date, must be displayed on forms and views.
                                                      - The value must update dynamically when viewed without storing the
                                                      result.
                                                      - The value must NOT be stored in the database.
                                                      You need to configure the column types.
                                                      Which two column types should you use? Each correct answer presents part of the solution.
                                                      NOTE: Each correct selection is worth one point.

                                                      A) Formula
                                                      B) Calculated
                                                      C) BigInt
                                                      D) Prompt


                                                      5. Case Study 1 - Contoso, Ltd
                                                      Background
                                                      Contoso Ltd. is a global renewable energy provider that operates wind farms and solar installations. The company is modernizing its maintenance and operations platform. The company plans to implement a Microsoft Power Platform solution for the operations team. The implementation will include Microsoft Dataverse, a model-driven app, and Power Automate cloud flows.
                                                      The company is building and testing a new model-driven app named Operations. The solution will support operations managers, regional coordinators, and field technicians. The app must integrate with an external cloud-based system that manages onboarding of field technicians.
                                                      Contoso Ltd. plans to improve data quality and enforce consistent business logic across the app and automation processes.
                                                      Technical environment
                                                      Contoso Ltd. has an Identity and Access Management (IDAM) department that manages security.
                                                      The company has one Power Platform environment named Production, where all building and configuration take place. Auditing is disabled.
                                                      The Production environment has the following security configurations:
                                                      - IDAM has a Microsoft Entra security group named Contoso Ltd. QA. This security group will assign all members a Power Apps license.
                                                      - IDAM created a Quality Assurance security role that grants read and write access to all custom tables.
                                                      - IDAM also created a team named Testers in Dataverse, of a Microsoft Entra group team type.
                                                      The team is configured for the Contoso Ltd. QA security group. The Testers team is assigned the Quality Assurance security role.
                                                      Microsoft 365 environment
                                                      All Contoso Ltd. managers are included in a Microsoft 365 group named Managers. The group is NOT enabled for email.
                                                      The company shares a SharePoint list with a key customer: Alpine Ski House. Alpine Ski House staff members can add new maintenance requests, which are then checked and marked as reviewed by Contoso Ltd.
                                                      Current issue:
                                                      A new QA tester joins Contoso Ltd. The IDAM department adds the new tester to the Contoso Ltd. QA security group. However, the new tester is not listed in the Testers team as a member.
                                                      Other applications:
                                                      A separate software-as a-service (SaaS) solution named TechCheck manages technician onboarding. The TechCheck solution is set up as follows:
                                                      - TechCheck assigns a unique number named Ref to all technicians.
                                                      - Users cannot make changes to the TechCheck data model.
                                                      - Users cannot use the same TechCheck ref on more than one Technician row.
                                                      Automation requirements
                                                      Contoso plans to use Power Automate to develop a Maintenance Request Approval flow. The flow must meet the following requirements:
                                                      - Create a Maintenance Request row in Dataverse when either of the following occurs:
                                                      - An item is added to the SharePoint list by the customer with the Priority property set to High.
                                                      - Any item is checked and marked as reviewed by a Contoso Ltd. representative.
                                                      - Seek maintenance request approvals from managers through both email and a Microsoft Teams message after they have been reviewed:
                                                      - Requests require approval from all managers.
                                                      - If one manager rejects the request, approval must not be granted.
                                                      - The result of the approval request must be sent to the initial reviewer in an email. The subject line must set the response as either Approve or Reject.
                                                      Contoso Ltd. requires the following table logic:
                                                      - If a user tries to enter a price greater than the cost on a new Asset row, the row must display an inline error message.
                                                      - If a user tries to save changes to a Technician row where the TechCheck ref column is empty, the action must be prevented and a message explaining the action must be displayed.
                                                      Any updates made to Technician profiles in TechCheck must be mirrored in Dataverse by using a custom integration. The developers building the integration require an index for performant searches on the Technician table.
                                                      Data model and app design
                                                      Contoso Ltd. plans to use Dataverse as its central data platform. Log storage must be minimized.
                                                      Tables
                                                      The following tables are required for data modeling and the app design:
                                                      - Assets: Stores information about solar panels and wind turbines
                                                      - Maintenance Requests: Tracks issues and maintenance activities. The table must include the following columns:
                                                      - Request ID (auto-number)
                                                      - External Request Code (text)
                                                      - Assigned
                                                      - Technician (lookup to Technicians)
                                                      - Report (lookup to Maintenance Reports)
                                                      - Technician updated (Yes/No)
                                                      - Maintenance Reports: Tracks the results of maintenance reports
                                                      - Technicians: Stores technician assignment data. The table must include the following columns:
                                                      - Full Name (Text)
                                                      - Mobile phone number (Text)
                                                      - Email (Text)
                                                      - Seniority (Choice)
                                                      - TechCheck ref (Text)
                                                      Data modeling
                                                      The data model must provide the following functionality:
                                                      - Maintenance Requests must:
                                                      - be uniquely identifiable across systems.
                                                      - have two inactive statuses, Cancelled and Duplicate.
                                                      - If a new option is added to an existing set of options, it must be made available automatically for selection on all columns that use the set.
                                                      - A new column named Priority must be added to multiple tables. Users must be able to select only one option from the following set per row:
                                                      - Low
                                                      - Medium
                                                      - High
                                                      - Critical
                                                      Changes to the Technician column on Maintenance Requests must be tracked for compliance purposes. Rows must include the names of previous and current technicians and the time of the change.
                                                      Relationship requirements
                                                      - One asset can be related to many maintenance requests. A maintenance request can have many assets.
                                                      - A maintenance request can have only zero or one maintenance report.
                                                      - Only one Technician can be related to a Maintenance Request at a time.
                                                      - When a Maintenance Request is deleted, any Maintenance Reports associated with it must also be deleted, but this action should be prevented if there is value in the Technician lookup.
                                                      - When a Maintenance Request is assigned to a different owner, the Maintenance Report associated with it must be reassigned to the new owner as well, but the associated Technician should stay with the current owner.
                                                      App design
                                                      The Technicians table contains the following public views:
                                                      - Senior Technicians
                                                      - Junior Technicians
                                                      The Senior Technician view must be available through the table list view selector to a set of specific users only.
                                                      A tester creates a personal view named Hot Assets on the Assets table. The tester recognizes that the view is useful for the entire testing team. The view must be made accessible to the team.
                                                      You need to run the App access-checker. What should you use as the input?

                                                      A) Email address of the new QA tester
                                                      B) Username of the manager
                                                      C) Testers group team
                                                      D) Contoso Ltd. QA security group


                                                      Solutions:

                                                      Question # 1
                                                      Answer: B,D
                                                      Question # 2
                                                      Answer: A,D
                                                      Question # 3
                                                      Answer: B
                                                      Question # 4
                                                      Answer: A,B
                                                      Question # 5
                                                      Answer: A

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