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Salesforce AI-201 Exam Syllabus Topics:

SectionWeightObjectives
Governance & Observability10%- AI governance
  • 1. Monitoring agent behavior
    • 2. Trust layer and compliance concepts
      AI Agents35%- Agent setup and orchestration
      • 1. Standard and custom topics
        • 2. Standard and custom agent actions
          - Agent behavior configuration
          • 1. Agent reasoning engine concepts
            • 2. Filters and variables for deterministic behavior
              Testing, Deployment & Lifecycle15%- Agent lifecycle management
              • 1. Sandbox to production deployment
                • 2. Testing and validation strategies
                  Prompt Engineering20%- Prompt Builder usage
                  • 1. Prompt templates and configuration
                    • 2. Field generation and flex templates
                      - Grounding techniques
                      • 1. Data grounding for reducing hallucinations
                        • 2. Best practices for prompt design
                          Data Cloud & Grounding20%- Data integration for AI agents
                          • 1. Connecting external data sources
                            • 2. Using Data Cloud for retrieval augmentation

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                              Salesforce Certified Agentforce Specialist Sample Questions (Q251-Q256):

                              NEW QUESTION # 251
                              What is the importance of Action Instructions when creating a custom Agent action?

                              Answer: C

                              Explanation:
                              In Salesforce Agentforce, custom Agent actions are designed to enable AI-driven agents to perform specific tasks within a conversational context. Action Instructions are a critical component when creating these actions because they define the expected user experience by outlining how the action should behave, what it should accomplish, and how it interacts with the end user.
                              These instructions act as a blueprint for the action's functionality, ensuring that it aligns with the intended outcome and provides a consistent, intuitive experience for users interacting with the agent. For example, if the action is to "schedule a meeting," the Action Instructions might specify the steps (e.g., gather date and time, confirm with the user) and the tone (e.g., professional, concise), shaping the user experience.


                              NEW QUESTION # 252
                              Universal Containers (UC) is implementing Agentforce Service Agent on Email, UC made an email template and now needs to connect it to a Service Agent. What should an Agentforce Specialist recommend?

                              Answer: B

                              Explanation:
                              According to the AgentForce for Service Configuration Guide, when implementing Service Agents on Email, administrators must create an Email Configuration to connect the agent with the appropriate email channel and templates. The documentation specifies: "To enable Service Agents to handle emails, create an Email Configuration that links the agent to the email address, template, and routing parameters. This configuration allows the Service Agent to read, interpret, and respond using the defined template."


                              NEW QUESTION # 253
                              An Agentforce created a custom Agent action, but it is not being picked up by the planner service in the correct order. Which adjustment should the Al Specialist make in the custom Agent action instructions for the planner service to work as expected?

                              Answer: C

                              Explanation:
                              When a custom Agent action is not being prioritized correctly by the planner service, the root cause is often missing or improperly defined action dependencies. The planner service determines the execution order of actions based on dependencies defined in the action instructions. To resolve this, the Agentforce Specialist must explicitly specify dependent actions using their API names in the custom action's configuration. This ensures the planner understands the sequence in which actions must be executed to meet business logic requirements.
                              Salesforce documentation highlights that dependencies are critical for orchestrating workflows in Einstein Bots and Agentforce. For example, if Action B requires data from Action A, Action A's API name must be listed as a dependency in Action B's instructions. The Einstein Bot Developer Guide states that failing to define dependencies can lead to race conditions or incorrect execution order.


                              NEW QUESTION # 254
                              An Agentforce agent is designed to recommend next steps but NOT execute them automatically.
                              What is this an example of?

                              Answer: D

                              Explanation:
                              Advisory agents recommend actions while leaving execution to humans.


                              NEW QUESTION # 255
                              An Agentforce at Universal Containers is trying to set up a new Field Generation prompt template. They take the following steps.
                              1. Create a new Field Generation prompt template.
                              2. Choose Case as the object type.
                              3. Select the custom field AI_Analysis_c as the target field.
                              After creating the prompt template, the Agentforce Specialist saves, tests, and activates it.
                              Howsoever, when they go to a case record, the AI Analysis field does not show the (Sparkle) icon on the Edit pencil. When the Agentforce Specialist was editing the field, it was behaving as a normal field.
                              Which critical step did the Agentforce Specialist miss?

                              Answer: B

                              Explanation:
                              For Field Generation prompt templates to display the Sparkle icon (indicating AI-generated content), the target field must be explicitly associated with the prompt template on the Lightning page layout. Even if the prompt template is activated, failing to add the field to the page layout and link it to the template will result in the field behaving as a standard field. Salesforce documentation emphasizes that page layout configuration is mandatory to enable AI-driven field interactions.


                              NEW QUESTION # 256
                              ......

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