{
  "exam": "AB-100",
  "title": "Agentic AI Business Solutions Architect",
  "skills_measured_as_of": "2026-07-22",
  "pass_score": 700,
  "domains": {
    "PLAN": { "name": "Plan AI-powered business solutions", "weight": 27.5, "range": "25-30%" },
    "DESIGN": { "name": "Design AI-powered business solutions", "weight": 27.5, "range": "25-30%" },
    "DEPLOY": { "name": "Deploy AI-powered business solutions", "weight": 42.5, "range": "40-45%" }
  },
  "objectives": [
    { "id": "P.A.1", "domain": "PLAN", "group": "Analyze requirements for AI-powered business solutions", "text": "Assess the use of agents in task automation, data analytics, and decision-making" },
    { "id": "P.A.2", "domain": "PLAN", "group": "Analyze requirements for AI-powered business solutions", "text": "Review data for grounding, including accuracy, relevance, timeliness, cleanliness, and availability" },
    { "id": "P.A.3", "domain": "PLAN", "group": "Analyze requirements for AI-powered business solutions", "text": "Organize business solution data to be available for other AI systems" },
    { "id": "P.B.1", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Implement the AI adoption process from the Cloud Adoption Framework for Azure" },
    { "id": "P.B.2", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Design the strategy for building AI and agents in business solutions" },
    { "id": "P.B.3", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Design a multi-agent solution by using Microsoft 365 Copilot, Copilot Studio, and Microsoft Foundry" },
    { "id": "P.B.4", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Develop the use cases for prebuilt agents in the solution" },
    { "id": "P.B.5", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Define the solution rules and constraints when building AI components with Copilot Studio, Microsoft Foundry and Foundry Tools" },
    { "id": "P.B.6", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Determine the use of generative AI and knowledge sources in agents built with Copilot Studio" },
    { "id": "P.B.7", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Determine when to build custom agents or extend Microsoft 365 Copilot" },
    { "id": "P.B.8", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Determine when custom AI models should be created" },
    { "id": "P.B.9", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Provide guidelines for creating a prompt library" },
    { "id": "P.B.10", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Develop the use cases for customized small language models for the solution" },
    { "id": "P.B.11", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Provide prompt engineering guidelines and techniques for AI-powered business solutions" },
    { "id": "P.B.12", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Include the elements of the Microsoft AI Center of Excellence" },
    { "id": "P.B.13", "domain": "PLAN", "group": "Design overall AI strategy for business solutions", "text": "Design AI solutions that use multiple Dynamics 365 apps" },
    { "id": "P.C.1", "domain": "PLAN", "group": "Evaluate the costs and benefits of an AI-powered business solution", "text": "Select ROI criteria for AI-powered business solutions, including the total cost of ownership" },
    { "id": "P.C.2", "domain": "PLAN", "group": "Evaluate the costs and benefits of an AI-powered business solution", "text": "Create an ROI analysis for the proposed AI solution for a business process" },
    { "id": "P.C.3", "domain": "PLAN", "group": "Evaluate the costs and benefits of an AI-powered business solution", "text": "Analyze whether to build, buy, or extend AI components for business solutions" },
    { "id": "P.C.4", "domain": "PLAN", "group": "Evaluate the costs and benefits of an AI-powered business solution", "text": "Implement a model router to intelligently route requests to the most suitable model" },

    { "id": "D.A.1", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design business terms for Copilot in Dynamics 365 apps for customer experience and service" },
    { "id": "D.A.2", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design customizations of Copilot in Dynamics 365 apps for customer experience and service" },
    { "id": "D.A.3", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design connectors for Copilot in Dynamics 365 Sales" },
    { "id": "D.A.4", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design agents for integration with Dynamics 365 Contact Center channels" },
    { "id": "D.A.5", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design task agents" },
    { "id": "D.A.6", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design autonomous agents" },
    { "id": "D.A.7", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design prompt and response agents" },
    { "id": "D.A.8", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Propose Foundry Tools for a given requirement" },
    { "id": "D.A.9", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Propose code-first generative pages and the use of an agent feed for apps" },
    { "id": "D.A.10", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design topics for Copilot Studio, including fallback" },
    { "id": "D.A.11", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design data processing for AI models and grounding" },
    { "id": "D.A.12", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design a business process to include AI components in a Power Apps canvas app" },
    { "id": "D.A.13", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Apply the Microsoft Power Platform Well-Architected Framework to intelligent application workloads" },
    { "id": "D.A.14", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Determine when to use standard natural language processing, conversational language understanding, or generative AI orchestration in Copilot Studio" },
    { "id": "D.A.15", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design agents and agent flows with Copilot Studio" },
    { "id": "D.A.16", "domain": "DESIGN", "group": "Design AI and agents for business solutions", "text": "Design prompt actions in Copilot Studio" },
    { "id": "D.B.1", "domain": "DESIGN", "group": "Design extensibility of AI solutions", "text": "Design AI solutions by using custom models in Microsoft Foundry" },
    { "id": "D.B.2", "domain": "DESIGN", "group": "Design extensibility of AI solutions", "text": "Design agents in Microsoft 365 Copilot" },
    { "id": "D.B.3", "domain": "DESIGN", "group": "Design extensibility of AI solutions", "text": "Design agent extensibility in Copilot Studio" },
    { "id": "D.B.4", "domain": "DESIGN", "group": "Design extensibility of AI solutions", "text": "Design agent extensibility with Model Context Protocol in Copilot Studio" },
    { "id": "D.B.5", "domain": "DESIGN", "group": "Design extensibility of AI solutions", "text": "Design agents to automate tasks in apps and websites by using Computer Use in Copilot Studio" },
    { "id": "D.B.6", "domain": "DESIGN", "group": "Design extensibility of AI solutions", "text": "Design agent behaviors in Copilot Studio, including reasoning and voice mode" },
    { "id": "D.B.7", "domain": "DESIGN", "group": "Design extensibility of AI solutions", "text": "Optimize solution design by using agents in Microsoft 365, including Teams and SharePoint" },
    { "id": "D.C.1", "domain": "DESIGN", "group": "Orchestrate configuration for prebuilt agents and apps", "text": "Orchestrate AI features in Dynamics 365 apps for finance and supply chain" },
    { "id": "D.C.2", "domain": "DESIGN", "group": "Orchestrate configuration for prebuilt agents and apps", "text": "Orchestrate AI features in Dynamics 365 apps for customer experience and service" },
    { "id": "D.C.3", "domain": "DESIGN", "group": "Orchestrate configuration for prebuilt agents and apps", "text": "Propose Microsoft 365 agents for business scenarios" },
    { "id": "D.C.4", "domain": "DESIGN", "group": "Orchestrate configuration for prebuilt agents and apps", "text": "Orchestrate the configuration of Microsoft 365 Copilot for Sales and Microsoft 365 Copilot for Service" },
    { "id": "D.C.5", "domain": "DESIGN", "group": "Orchestrate configuration for prebuilt agents and apps", "text": "Propose Microsoft Power Platform AI features, including AI hub" },
    { "id": "D.C.6", "domain": "DESIGN", "group": "Orchestrate configuration for prebuilt agents and apps", "text": "Design interoperability of the finance and operations agent chats to use additional knowledge sources" },
    { "id": "D.C.7", "domain": "DESIGN", "group": "Orchestrate configuration for prebuilt agents and apps", "text": "Recommend the process of adding knowledge sources to in-app help and guidance for Dynamics 365 Finance or Dynamics 365 Supply Chain Management apps" },

    { "id": "X.A.1", "domain": "DEPLOY", "group": "Analyze, monitor, and tune AI-powered business solutions", "text": "Recommend the process and tools required for monitoring agents" },
    { "id": "X.A.2", "domain": "DEPLOY", "group": "Analyze, monitor, and tune AI-powered business solutions", "text": "Analyze backlog and user feedback of AI and agent usage" },
    { "id": "X.A.3", "domain": "DEPLOY", "group": "Analyze, monitor, and tune AI-powered business solutions", "text": "Apply AI-based tools to analyze and identify issues and perform tuning" },
    { "id": "X.A.4", "domain": "DEPLOY", "group": "Analyze, monitor, and tune AI-powered business solutions", "text": "Monitor agent performance and metrics" },
    { "id": "X.A.5", "domain": "DEPLOY", "group": "Analyze, monitor, and tune AI-powered business solutions", "text": "Interpret telemetry data for performance and model tuning" },
    { "id": "X.B.1", "domain": "DEPLOY", "group": "Manage the testing of AI-powered business solutions", "text": "Recommend the process and metrics to test agents" },
    { "id": "X.B.2", "domain": "DEPLOY", "group": "Manage the testing of AI-powered business solutions", "text": "Create validation criteria of custom AI models" },
    { "id": "X.B.3", "domain": "DEPLOY", "group": "Manage the testing of AI-powered business solutions", "text": "Validate effective Copilot prompt best practices" },
    { "id": "X.B.4", "domain": "DEPLOY", "group": "Manage the testing of AI-powered business solutions", "text": "Design end-to-end test scenarios of AI solutions that use multiple Dynamics 365 apps" },
    { "id": "X.B.5", "domain": "DEPLOY", "group": "Manage the testing of AI-powered business solutions", "text": "Build the strategy for creating test cases by using Copilot" },
    { "id": "X.C.1", "domain": "DEPLOY", "group": "Design the ALM process for AI-powered business solutions", "text": "Design the ALM process for data used in AI models and agents" },
    { "id": "X.C.2", "domain": "DEPLOY", "group": "Design the ALM process for AI-powered business solutions", "text": "Design the ALM process for Copilot Studio agents, connectors, and actions" },
    { "id": "X.C.3", "domain": "DEPLOY", "group": "Design the ALM process for AI-powered business solutions", "text": "Design the ALM process for Microsoft Foundry Agents service" },
    { "id": "X.C.4", "domain": "DEPLOY", "group": "Design the ALM process for AI-powered business solutions", "text": "Design the ALM process for custom AI models" },
    { "id": "X.C.5", "domain": "DEPLOY", "group": "Design the ALM process for AI-powered business solutions", "text": "Design the ALM process for AI in Dynamics 365 apps for finance and supply chain" },
    { "id": "X.C.6", "domain": "DEPLOY", "group": "Design the ALM process for AI-powered business solutions", "text": "Design the ALM process for AI in Dynamics 365 apps for customer experience and service" },
    { "id": "X.D.1", "domain": "DEPLOY", "group": "Design responsible AI, security, governance, risk management, and compliance", "text": "Design security for agents" },
    { "id": "X.D.2", "domain": "DEPLOY", "group": "Design responsible AI, security, governance, risk management, and compliance", "text": "Design governance for agents" },
    { "id": "X.D.3", "domain": "DEPLOY", "group": "Design responsible AI, security, governance, risk management, and compliance", "text": "Design model security" },
    { "id": "X.D.4", "domain": "DEPLOY", "group": "Design responsible AI, security, governance, risk management, and compliance", "text": "Analyze solution and AI vulnerabilities and mitigations, including prompt manipulation" },
    { "id": "X.D.5", "domain": "DEPLOY", "group": "Design responsible AI, security, governance, risk management, and compliance", "text": "Review solution for adherence to responsible AI principles" },
    { "id": "X.D.6", "domain": "DEPLOY", "group": "Design responsible AI, security, governance, risk management, and compliance", "text": "Validate data residency and movement compliance" },
    { "id": "X.D.7", "domain": "DEPLOY", "group": "Design responsible AI, security, governance, risk management, and compliance", "text": "Design access controls on grounding data and model tuning" },
    { "id": "X.D.8", "domain": "DEPLOY", "group": "Design responsible AI, security, governance, risk management, and compliance", "text": "Design audit trails for changes to models and data" }
  ]
}