Latest AI-201 Exam Objectives | AI-201 Reliable Exam Review

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Salesforce AI-201 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prompt Engineering20%- Prompt Builder usage
  • 1. Field generation and flex templates
    • 2. Prompt templates and configuration
      - Grounding techniques
      • 1. Best practices for prompt design
        • 2. Data grounding for reducing hallucinations
          Topic 2: Data Cloud & Grounding20%- Data integration for AI agents
          • 1. Using Data Cloud for retrieval augmentation
            • 2. Connecting external data sources
              Topic 3: Testing, Deployment & Lifecycle15%- Agent lifecycle management
              • 1. Testing and validation strategies
                • 2. Sandbox to production deployment
                  Topic 4: Governance & Observability10%- AI governance
                  • 1. Monitoring agent behavior
                    • 2. Trust layer and compliance concepts
                      Topic 5: AI Agents35%- Agent behavior configuration
                      • 1. Filters and variables for deterministic behavior
                        • 2. Agent reasoning engine concepts
                          - Agent setup and orchestration
                          • 1. Standard and custom topics
                            • 2. Standard and custom agent actions

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                              Salesforce Certified Agentforce Specialist Sample Questions (Q293-Q298):

                              NEW QUESTION # 293
                              Universal Containers built a Field Generation prompt template that worked for many records, but users are reporting random failures with token limit errors. What is the cause of the random nature of this error?

                              Answer: B

                              Explanation:
                              In Salesforce Agentforce, prompt templates are used to generate dynamic responses or field values by leveraging an LLM, often with grounding data from Salesforce records or external sources. The scenario describes a Field Generation prompt template that fails intermittently with token limit errors, indicating that the issue is tied to exceeding the LLM's token capacity (e.g., input + output tokens). The random nature of these failures suggests variability in the token count across different records, which is directly addressed by Option B.
                              Prompt templates in Agentforce can be dynamic, meaning they pull in record-specific data (e.g., customer names, descriptions, or other fields) to generate output. Since the data varies by record-some records might have short text fields while others have lengthy ones-the total number of tokens (words, characters, or subword units processed by the LLM) fluctuates. When the token count exceeds the LLM's limit (e.g., 4,096 tokens for some models), the process fails, but this only happens for records with higher token-generating data, explaining the randomness.


                              NEW QUESTION # 294
                              A business stakeholder wants to use Al to generate a summary based on Data Cloud data. Which method(s) should the stakeholder use to access Data Cloud data from Prompt Builder?

                              Answer: A

                              Explanation:
                              The Prompt Builder and Data Cloud Integration Guide explains that Data Cloud information can be accessed directly through Data Cloud related lists or prompt-initiated flows, which fetch relevant data dynamically. The documentation states: "Prompt Builder supports retrieving Data Cloud data using related lists for contextual grounding or invoking flows that query Data Cloud objects at runtime. This enables AI prompts to generate summaries, recommendations, or insights directly from unified customer profiles."


                              NEW QUESTION # 295
                              The sales team at a hotel resort would like to generate a guest summary about the guests' interests and provide recommendations based on their activity preferences captured in each guest profile. They want the summary to be available only on the contact record page. Which AI capability should the team use?

                              Answer: B

                              Explanation:
                              The hotel resort team needs an AI-generated guest summary with recommendations, displayed exclusively on the contact record page.


                              NEW QUESTION # 296
                              Universal Containers (UC) is discussing its AI strategy in an agile Scrum meeting. Which business requirement would lead An Agentforce to recommend connecting to an external foundational model via Einstein Studio (Model Builder)?

                              Answer: B

                              Explanation:
                              Einstein Studio (Model Builder) allows organizations to connect and utilize external foundational models while fine-tuning them with company-specific data. This capability is particularly suited to businesses like Universal Containers (UC) that require customization of foundational models to better align with their unique data and use cases.


                              NEW QUESTION # 297
                              An Agentforce is considering using a Field Generation prompt template type. What should the Agentforce Specialist check before creating the Field Generation prompt to ensure it is possible for the field to be enabled for generative AI?

                              Answer: B

                              Explanation:
                              Before creating a Field Generation prompt template in Agentforce, the Specialist must ensure that the target field is available on a Dynamic Form-enabled Lightning page layout. Field Generation prompt templates work by embedding AI-generated suggestions directly into editable record fields on the Lightning record page. This functionality requires Dynamic Forms, which allow fields to be placed and managed as individual components on the Lightning page. Without Dynamic Forms enabled, the AI cannot surface suggestions directly into the field.Generation templates.


                              NEW QUESTION # 298
                              ......

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