Microsoft AB-410 : Building Intelligent Applications

AB-410 real exams

Exam Code: AB-410

Exam Name: Building Intelligent Applications

Updated: Aug 19, 2026

Q & A: 91 Questions and Answers

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Microsoft AB-410 Exam Syllabus Topics:

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

                                                      Microsoft Building Intelligent Applications Sample Questions:

                                                      1. A company is using Microsoft Dataverse.
                                                      You must integrate Dataverse with a third-party AI service. The solution requires authentication and custom request handling to send and receive data.
                                                      You need to enable the integration.
                                                      What should you do?

                                                      A) Use Power Fx.
                                                      B) Configure an environment variable.
                                                      C) Create a custom connector.
                                                      D) Use Microsoft 365 Copilot chat.


                                                      2. 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 implement a generative AI solution that meets the requirements.
                                                      Which two actions should you perform? Each correct answer presents part of the solution.
                                                      NOTE: Each correct selection is worth one point.

                                                      A) Use a pre-built model.
                                                      B) Start from a blank prompt.
                                                      C) Create a prompt from a template.
                                                      D) Use a custom model.


                                                      3. Drag and Drop Question
                                                      A company is creating a canvas app and a model-driven app to manage their customer accounts.
                                                      The canvas app requires a business rule to set the Business Type column to large if the customer size is greater than a specific currency value.
                                                      The model-driven app requires a business rule to recommend the account rating be re-evaluated when the account goes on credit hold for this app only.
                                                      You need to configure the scope for the business rules.
                                                      Which scope should you use? To answer, drag the appropriate scopes to the correct business rules. Each scope may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
                                                      NOTE: Each correct selection is worth one point.


                                                      4. A development team builds an Azure OpenAI application that generates business reports. The application occasionally produces incorrect facts even though the prompts are clear. The team wants to reduce inaccurate responses without retraining the model. Which approach should be used?

                                                      A) Increase GPU capacity
                                                      B) Reduce API request limits
                                                      C) Implement grounding with retrieved data
                                                      D) Replace JSON output with plain text


                                                      5. 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 Microsoft Dataverse.
                                                      Does the solution meet the goal?

                                                      A) Yes
                                                      B) No


                                                      Solutions:

                                                      Question # 1
                                                      Answer: D
                                                      Question # 2
                                                      Answer: A,B
                                                      Question # 3
                                                      Answer: Only visible for members
                                                      Question # 4
                                                      Answer: C
                                                      Question # 5
                                                      Answer: B

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