Salesforce Agentforce-Specialist Exam Dumps

Salesforce Agentforce-Specialist Sample Question Answers

Question # 1

Coral Cloud Resorts needs to ensure its booking agent executes actions in a specific sequence: first retrieve available sessions, then verify customer eligibility, and finally create the booking. The current implementation allows the large language model (LLM) to executethese actions in any order, causing booking failures.Which approach should an AgentForce Specialist implement?

A. Write comprehensive topic instructions detailing the exact sequence of actions using numbered steps and explicit ordering requirements for the reasoning engine to follow during booking workflows.
.B. Create custom variables that store completion status for each step, then implement conditional filters on subsequent actions requiring previous variables to be populated, ensuring deterministic execution order.
C. Configure topic, classification description, and action instructions with priority levels and sequence indicators to guide the reasoning engine in selecting the correct action order automatically.

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Question # 2

Choose 1 option.Cloud Kicks wants to integrate its agent with its custom website. The goal is for customers to interact with the custom agent chat interface.Which approach provides the framework for the custom web application to communicate with the agent?

A.Agent-to-Agent (A2A)
B.Model Context Protocol (MCP)
C.Agent API

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Question # 3

In Salesforce Agentforce, what is the primary purpose of MCP (Model Context Protocol)?

A. To train AI models using historical Salesforce reports
B. To define how AI agents receive context, permissions, and tools
C. To replace Apex code with AI-generated workflows
D. To store customer data outside Salesforce

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Question # 4

Choose 1 option.Universal Containers (UC) is preparing to use the Agentforce Testing Center to ensure the reliability of a new agent. UC has a CSV file with test cases and is reviewing the documentation to understand best practices and limitations.Which best practice should the company follow to avoid modifying CRM data while runningtests in the Testing Center?

A. Run tests in the production environment to ensure real-time data accuracy.
B. Limit the number of test cases to 50 per test to minimize data changes.
C. Use the Testing Center only in the sandbox environment.

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Question # 5

Choose 1 option.Universal Containers wants to systematically validate agent responses before deployment using a scalable testing process.Which Testing Center approach should the company implement?

A. Upload a structured CSV test template and run batch test cases in Testing Center.
B. Manually interact with the agent in Builder until responses seem correct.
C. Use pilot users in production to flag incorrect responses post-launch.

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Question # 6

Choose 1 option.Coral Cloud Resorts is uploading thousands of new HTML knowledge articles files for a resort launch.To ensure Agentforce retrieves accurate responses quickly, which chunking strategy should be used when creating a new index?

A. Semantic-based passage extraction
B. Conversation-based chunking
C. Section-aware chunking

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Question # 7

Choose 1 option.An administrator at Universal Containers has successfully deployed a new agent from a sandbox to production using a change set.The agent uses a prompt template that invokes a Salesforce flow to perform a complex calculation. In production, when users interact with the agent, it fails with an error message every time the flow is supposed to run. The flow was included in the change set and ispresent in production.What is the most likely cause of this issue?

A. The flow was not manually activated in the production org after the deployment.
B. The user in production does not have permission to run the flow.
C. The change set did not include the dependent Apex classes for the flow.

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Question # 8

Choose 1 option.Universal Containers (UC) wants to ensure its compliance team can retrieve exact matches of policy clause numbers from astructured legal document library.Which search type should UC implement?

A. Use keyword search for exact term matching on structured fields like clause numbers.
B. Use hybrid search to blend keyword and semantic recall.
C. Use semantic search to interpret synonyms of clauses dynamically.

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Question # 9

Choose 1 option.Universal Containers (UC) recently attended a major trade show and received thousands of new leads from event badge scans. UCis struggling to follow up with each lead in a timely, personalized way. Leadership wants to:Qualify and nurture leads 24/7.* Provide accurate answers to prospect questions.* Automatically book meetings with qualified prospects.* Free up reps to focus on building relationships and closing deals.Which Agentforce capability should UC implement to meet these goals?

A. SDR Agent
B. Sales Coach
C. Commerce Agent

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Question # 10

Choose 1 option.Before activating a custom agent action, an AgentForce Specialist would like to evaluate multiple real-world user utterances to ensure the action is being selected appropriately.Which tool should the AgentForce Specialist recommend?

A. Testing Center
B. AgentForce Builder
C. Prompt Builder

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Question # 11

Choose 1 option.Universal Containers has a requirement to provide a sales summary for its sales reps who are using Employee Agents, but they are not happy with the default answer.Which best practice should the AgentForce Specialist recommend?

A. Create a Record Summary custom prompt template.
B. Create a Knowledge Answer custom prompt template.
C. Update the standard record summary action.

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Question # 12

Choose 1 option.Coral Cloud Resorts wants to cover a broad range of user phrasing when testing its FAQ agent.Which Testing Center feature meets that need?

A. Al-generated synthetic test utterances based on natural language variations
B. Uploading only a small set of manually written prompts
C. Relying on live customer logs to capture phrasing diversity after deployment

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Question # 13

Choose 1 option.An Agentforce Specialist is building a Flex prompt template.Which best practice should the Agentforce Specialist follow when creating the Flex prompt template?

A. Provide the large language model (LLM) with contextual information and give it a rolesuch as a sales or support rep.
B. Ground the large language model (LLM) with account data and create a custom field account summary to store the LLM-generated response.
C. Ground the large language model (LLM) with a retriever and create a custom field to store the LLM-generated Response.

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Question # 14

Choose 1 option.Universal Containers (UC) is preparing and defining success criteria for Agentforce Testing Center test cases.Which details should UC specify as the expected output to ensure the tests accurately reflect the agent's functionality?

A. Expected Topic API Name
B. Expected Flow API Name
C. Expected Prompt Template Name

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Question # 15

Choose 1 option.Universal Containers (UC) stores case details and updates in several custom fields and custom objects related to the case. UCwould like its Agentforce Service Agent to be able to provide information in these fields and related records as part of an answerback to its customers when the customer is asking for updates.Which best practice should UC follow to grant access to this information for the Agentforce Service Agent?

A. Update the Object and Field access in the AgentforceServiceAgentUserPsg permission set group that is already assigned to the Agentforce Service Agent user,
B. Create a new permission set with the Einstein Agent License and enable Read access to the custom fields and custom objects, and assign it to the Agentforce Service Agent user.
C. Update the Object and Field access in the Einstein Agent User Profile so that the Agentforce Service Agents will always get the necessary access.

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Question # 16

Choose 1 option.Universal Containers (UC) has registered an external service and created a templatetriggered prompt flow that invokes the external service to fetch data from a REST API. UC now needs to make the response data from the external service usable inside a prompttemplate as a merge field when the template runs.How should UC meet this requirement?

A. Use External Service Record merge fields.
B. Convert the JSON to an XML merge field.
C. Use the ‘Add Prompt Instructions’ flow element.

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Question # 17

Choose 1 option.Universal Containers (UC) has registered an external service and created a templatetriggered prompt flow that invokes the external service to fetch data from a REST API. UC now needs to make the response data from the external service usable inside a prompt template as a merge field when the template runs.How should UC meet this requirement?

A. Use External Service Record merge fields.
B. Convert the JSON to an XML merge field.
C. Use the ‘Add Prompt Instructions’ flow element.

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Question # 18

Choose 1 option.Universal Containers (UC) wants to empower its marketing team with Al capabilities that help employees quickly find campaign data, generate creative content, and manage project tasks. The solution should also allow marketers to receive personalized support, surface relevant information, and complete work directly in Salesforce.Which Al solution should UC implement?

A. Sales Coach Agent
B. Service Agent
C. Employee Agent

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Question # 19

Choose 1 option.A developer is using the Salesforce CLI to deploy agent components from a sandbox to production. They recently made a change to several topics, instructions, and actions.Which metadata component should the developer include in their package.xml file that contains all of the topics and actions an agent will interact with?

A. genAiPlannerBundle
B. EinsteinAiPlannerBundle
C. BotBundle

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Question # 20

Choose 1 option.Universal Containers needs to restrict access to refund processing actions so only customers with Active account status can initiate refunds.How should an Agentforce Specialist apply the restriction deterministically?

A. Create a Flex Prompt Template that has instructions to check for account status.
B. Create a context variable for the account status field and apply a conditional filter AccountStatus equals "Active" to refund actions.
C. Include step-by-step instructions at the topic level and action level explaining the rules and examples.

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Question # 21

Choose 1 option.How does Agentforce select the correct action to resolve a user's request?

A. Each topic contains a list of the matching action’s user utterances so that the agent can map the user request to the right topic and action.
B. The large language model (LLM) selects the right topic and action, if they exist. If there are no matches, the LLMattempts to answer the user's request.
C. The reasoning engine identifies the agent action to be executed by its name and action input instructions.

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Question # 22

Choose 1 option.What does it mean when a prompt template version is described as immutable?

A. After a prompt template version is activated, no further changes can be saved to that version.
B. Only the latest version of a template can be activated.
C. Every modification on a template will be saved as a new version automatically.

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Question # 23

Choose 1 option.Universal Containers’ administrator has developed a new agent in a sandbox environment and now wants to deploy it toproduction.What should the administrator do to deploy an agent?

A. Manually recreate the agent configuration, topics, and actions in production becausechange sets cannot be used,
B. Export agent components as JSON files and manually import them inte production using the Metadata API.
C. Create an outbound change set with all the necessary agent components, then upload to production.

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Question # 24

Choose 1 option.Universal Containers (UC) needs to create a prompt template that provides a detailed product description based on the latest product data. The description will be used in marketing materials to ensure consistency and accuracy.Which prompt template type should UC use?

A. Sales Email
B. Record Summary
C. Field Generation

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Question # 25

Choose 1 Option:Cloud Kicks (CK) recently finished the development of a new prompt template that uses its own large language model (LLM). CK isdeploying a prompt template from a sandbox to a production org, and is receiving an error.When trying to deploy the change set, CK is getting an error related to the LLM used in the prompt template.What is the cause of the error?

A. The prompt does not specify that it is a custom LLM.
B. BYOLLM is not yet supported for in prompt templates in production.
C. The name of the LLM does not match in sandbox and production.

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Question # 26

Choose 1 option.What is an Agentforce Specialist able to do when the ‘Enrich event logs with conversation data’ setting in the Agentforce configuration is enabled?

A. View the user click path that led to each agent action.
B. View session data including user input and agent responses for sessions.
C. Generate details reports on all agent conversations over any time period.

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Question # 27

Choose 1 option.Universal Containers is setting up the data library configuration within the Agentforce Builder.What is true regarding Agentforce Data Libraries?

A. Only data library owners can assign it to the agent.
B. Each data category can only have one data library.
C. An agent can have only one data library assigned to it.

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Question # 28

Choose 1 option.Universal Containers needs to create Data Cloud reports to understand agent behavior.Which data lake object (DLO) represents an overarching container capturing contiguous interactions with one or more Al agents?

A. AlAgentInteraction
B. Al Agent Interaction Message
C. Al Agent Session

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Question # 29

Choose 1 option.Universal Containers (UC) needs to create a custom prompt template that can be called from a Lightning web component.Which prompt template type should UC create?

A. Field Generation
B. Sales Email
C. Flex

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Question # 30

Choose 1 option.An Agentforce Specialist needs to create a prompt template that extracts the customer's name, phone number, and case numberfrom a block of text, and nothing else.How should the Agentforce Specialist structure the prompt to ensure the large language model (LLM) doesn't include extra conversation or text?

A. Ask the LLM to extract and only output the important information in the text.
B. Use well-defined output instructions and provide desired output examples.
C. Ensure in the prompt that the LLM has been told to only use name value pairs in the response.

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Question # 31

Choose 1 option.A company wants to retrieve patient history details to augment the Al agent response. The company wants to leverage the Data Cloud search index feature.What is best practice when considering retrieval-augrmented generation (RAG) for information that may contain personally identifiable information (PII)?

A. Depend on the agent's prompt to avoid exposing PII.
B. Encrypt embeddings, but still index PII records.
C. Mask sensitive fields and index only non-PII data.

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Question # 32

Choose 1 Answer: Universal Containers (UC) is setting up a new Agentforce Service Agent. The company has sensitive medical product research stored internally and wants to ensure the agent cannot access it.What should UC da?

A. Assign the Agentforce Service Agent user the lowest possible role in the organization's hierarchy to block access.
B. Disable the Agentforce Service Agent's ability to use any Salesforce custom object or related fields.
C. Follow the principle of least privilege and avoid granting permission to view the Medical Product object or related

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Question # 33

Choose 1 option.Universal Containers has created an Employee Agent.Which step should an Agentforce Specialist take to connect the agent with a Slack channel?

A. Create a connection between Salesforce and the Slack workspace.
B. Create an Omni-Channel flow and connection between Salesforce and the Slack workspace.
C. Create an embedded service deployment and connection between Salesforce and the Slack workspace.

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Question # 34

Choose 1 option.An AgentForce Specialist wants to troubleshoot an agent that is hallucinating weblinks. The agent has an action that uses a prompt template, which is using a knowledge retriever, to generate the output text that the agent will use.Which process is appropriate to find the root cause of the hallucination behavior?

A. Examine the topic name and classification description for hallucination guardrails.
B. Examine the prompt instructions and contents of the chunks shown in the resolved prompt output.
C. Examine the topic instructions and ensure the word "ALWAYS" is used in the hallucination guardrails.

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Question # 35

Choose 1 option.When is the Agent-to-Agent (A2A4) protocol an appropriate communication choice?

A. When agents need to invoke third-party API
B. When agents need to access tools
C. When agents need to collaborate

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Question # 36

Universal Containers (UC) has configured a data library and wants to restrict indexing of knowledge articles to articles which are only publicly available in their knowledge base, UC also wants the agent to link sources that the large language model (LLM) grounded its response on.Which settings should help UC with this?

A. In the data library setting window, under Knowledge Settings, enable Use Public Knowledge Article and select Show sources,
B. In the data library setting window, under Knowledge Settings, enable Use Public Knowledge Article. It is not possible to display articles that the LLM grounded its response in.
C. Use Data Categories to categorize publicly available articles to index. Sources are automatically displayed when knowledge articles are categorized as Public. 

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Question # 37

Choose 1 option.Universal Containers has PDF maintenance guides in an external folder, not yet in Salesforce. The team wants a standard, clicksonlysetup for the Service Agent to use these documents.Which approach should the Agentforce Specialist implement?

A. Paste external PDF links into topic instructions and rely on the model to follow them, avoiding configuration of a retrieval source, index, or retriever action.
B. Upload the PDFs as File source in the Agentforce Data Library which will build a Search Index, and create a retriever to ground responses from those documents.
C. Configure Data Cloud to ingest file attachments and create custom index and retriever for product record and attachment data.

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Question # 38

An Agentforce Specialist wants to ensure their custom agent action performs as expected in conversations.What should the Agentforce Specialist focus on when creating action instructions?

A. Write concise agent action instructions and test in Agentforce Builder.
B. Ensure the agent action label matches the utterance’s intent.
C. Include comprehensive detailed descriptions and perform smoke testing.

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