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Salesforce AI-201 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Testing, Deployment & Lifecycle15%- Agent lifecycle management
  • 1. Testing and validation strategies
    • 2. Sandbox to production deployment
      Topic 2: AI Agents35%- Agent setup and orchestration
      • 1. Standard and custom topics
        • 2. Standard and custom agent actions
          - Agent behavior configuration
          • 1. Filters and variables for deterministic behavior
            • 2. Agent reasoning engine concepts
              Topic 3: Data Cloud & Grounding20%- Data integration for AI agents
              • 1. Connecting external data sources
                • 2. Using Data Cloud for retrieval augmentation
                  Topic 4: 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
                          Topic 5: Governance & Observability10%- AI governance
                          • 1. Trust layer and compliance concepts
                            • 2. Monitoring agent behavior

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                              Salesforce Certified Agentforce Specialist Sample Questions (Q70-Q75):

                              NEW QUESTION # 70
                              Universal Containers (UC) wants to deploy an Agentforce Service Agent to support customers via a web experience. UC uses a Digital Experience site and wants to enable messaging for logged- in users. The customer needs to pass the membership number to the agent for which a pre-chat variable is available. What is a required step to connect the agent to the Digital Experience site using Messaging for In-App and Web?

                              Answer: B

                              Explanation:
                              The required step to route any messaging session, including those from Messaging for In-App and Web (MIAW) on a Digital Experience site, to an Agentforce Service Agent is to Create an Omni-Channel flow that routes messages to the agent (B).
                              Messaging for In-App and Web utilizes Omni-Channel Routing to direct incoming work items (which are created as MessagingSession records) to the correct destination. When setting up the Messaging Channel for a Digital Experience site, the Routing Type must be configured to use a Flow. This Flow is an Omni-Channel Flow that explicitly contains a Route Work action element configured to route to the Agentforce Service Agent.
                              Crucially, this Omni-Channel Flow also handles the passing of the pre-chat variables (like the membership number). The pre-chat variables are mapped in the Messaging Channel settings to input variables in the Omni-Channel Flow. The Flow can then use this membership number to perform a record lookup, enrich the context of the conversation (e.g., by updating the related MessagingSession record), and then successfully route the session to the Agentforce Service Agent using the Route To: Bot action, which targets the specific Agentforce Agent.


                              NEW QUESTION # 71
                              Universal Containers wants to utilize Agentforce for Sales to help sales reps reach their sales quotas by providing AI-generated plans containing guidance and steps for closing deals. Which feature meets this requirement?

                              Answer: A

                              Explanation:
                              Universal Containers (UC) aims to leverage Agentforce for Sales to assist sales reps with AI- generated plans that provide guidance and steps for closing deals.


                              NEW QUESTION # 72
                              Universal Containers is evaluating Einstein Generative AI features to improve the productivity of the service center operation. Which features should the Agentforce Specialist recommend?

                              Answer: B

                              Explanation:
                              To improve the productivity of the service center, the Agentforce Specialist should recommend the Service Replies and Case Summaries features.
                              Service Replies helps agents by automatically generating suggested responses to customer inquiries, reducing response time and improving efficiency.
                              Case Summaries provide a quick overview of case details, allowing agents to get up to speed faster on customer issues.
                              Work Summaries are not as relevant for direct customer service operations, and Sales Summaries are focused on sales processes, not service center productivity.


                              NEW QUESTION # 73
                              In the context of retriever and search indexes, what best describes the data preparation process in Data Cloud?

                              Answer: C

                              Explanation:
                              Why is "Loading, Chunking, Vectorizing, and Storing" the correct answer?
                              Agentforce AI-powered search and retriever indexing requires data to be structured and optimized for retrieval. The Data Cloud preparation process involves:
                              Key Steps in the Data Preparation Process for Agentforce:
                              Loading Data
                              Raw text from documents, emails, chat transcripts, and Knowledge articles is loaded into Data Cloud.
                              Chunking (Breaking Text into Small Parts)
                              AI divides long-form text into retrievable chunks to improve response accuracy.
                              Example: A 1000-word article might be split into multiple indexed paragraphs.
                              Vectorization (Transforming Text for AI Retrieval)
                              Each text chunk is converted into numerical vector embeddings.
                              This enables faster AI-powered searches based on semantic meaning, not just keywords.
                              Storing in a Vector Database
                              The processed data is stored in a search-optimized vector format.
                              Agentforce AI retrievers use this data to find relevant responses quickly.


                              NEW QUESTION # 74
                              Universal Containers is using Agentforce for Sales to find similar opportunities to help close deals faster. The team wants to understand the criteria used by the Agent to match opportunities. What is one criterion that Agentforce for Sales uses to match similar opportunities?

                              Answer: C

                              Explanation:
                              UC uses Agentforce for Sales to identify similar opportunities, aiding deal closure.


                              NEW QUESTION # 75
                              ......

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