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Salesforce Agentforce Specialist Practice Test

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Questions updated at Aug 12, 2026, 3:38 PM CDT

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Today's 10 Salesforce Agentforce Specialist questions

Use this Salesforce Agentforce Specialist practice test to review Salesforce Certified Agentforce Specialist. Questions rotate daily and each answer links back to the source used to write it.

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Question 1 of 10
Objective Deploy from sandbox to production Deployment Lifecycle

A release checklist confirms that the production permission-set metadata arrived, but no dedicated agent identity exists because users were not moved from the sandbox. Before the public channel is enabled, what should the team do?

Concept tested:
Question 2 of 10
Objective Improve responses with unstructured data Data 360 for Agentforce

A support agent must answer a warranty question using the most relevant passage from a long product manual stored in Data 360. Which retrieval design grounds the prompt efficiently?

Concept tested:
Question 3 of 10
Objective Choose a search type Data 360 for Agentforce

A service agent must answer using live, harmonized customer attributes plus product manuals. Users search both exact model numbers and natural-language descriptions. Which grounding design best meets these requirements?

Concept tested:
Question 4 of 10
Objective Select and configure Agentforce Data Libraries Data 360 for Agentforce

An agent must retrieve current clauses from long contracts stored in an external repository and combine them with live harmonized customer data. Governance imposes a zero-copy requirement for the contracts. Which architecture fits?

Concept tested:
Question 5 of 10
Objective Assign prompt-template roles Prompt Engineering

After a permission-set cleanup, a prompt engineer can still run deployed templates, but the controls to create and revise templates have disappeared. Audit results show execute access remains while template-management capabilities were removed. Which access should the administrator restore?

Concept tested:
Question 6 of 10
Objective Test an agent with Testing Center Deployment Lifecycle

An administrator has tried six conversations in Preview, but a release gate requires repeatable evidence that 150 paraphrased requests still invoke the expected subagents and actions after each change. What should the administrator use next?

Concept tested:
Question 7 of 10
Objective Manage Agentforce security AI Agents

A service agent uses one action to display basic Case details and another to process sensitive financial fields. Trust controls already provide zero-data retention, harmful-output detection, and interaction monitoring. How should the administrator prevent the first action from exposing the sensitive fields?

Concept tested:
Question 8 of 10
Objective Explain MCP purpose and use cases Multi-Agent Interoperability

An external AI assistant must retrieve live shipping rates from a carrier API through a reusable open-standard connection. It is not delegating the task to another autonomous agent and does not need a custom application to chat with a Salesforce agent. While comparing A2A versus MCP and Agent API, what should the architect choose?

Concept tested:
Question 9 of 10
Objective Select and configure Agentforce Data Libraries Data 360 for Agentforce

Two Agentforce Data Libraries are configured for different applications but both point to the same approved search index. How is runtime access represented for the libraries?

Concept tested:
Question 10 of 10
Objective Determine when to use Prompt Builder Prompt Engineering

A governance audit finds that service representatives maintain separate prompt text for individual Cases, causing resolution-note wording and grounding to drift. Every note targets the same custom Case field and should use current Salesforce data. What should replace the per-record prompts?

Concept tested:
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The free daily Salesforce Agentforce Specialist set includes crawlable question text, answer choices, correct answer labels, objective mapping, and source links. Only the first SEO card includes answer explanations and any extra learning features. Pro-only bank questions stay locked; this section mirrors only the 10 free daily questions already shown on this page.

Question 1 A release checklist confirms that the production permission-set metadata arrived, but no dedicated agent identity exists because users were not moved from the sandbox. Before the public channel is enabled, what should the team do?

Answer choices

  1. A. Assign the permission set to the deployment administrator and run the public agent under that administrator, for the specified implementation requirement.
  2. B. Create the target-org agent user and assign the deployed permission set to that identity, under the organization’s defined implementation and exception-management process.
  3. C. Add the permission names to the agent instructions so Atlas can apply them at runtime, for this requirement.
  4. D. Publish the channel and rely on publication to create the missing identity and assignments, for the specified implementation requirement.

Correct answer

Create the target-org agent user and assign the deployed permission set to that identity, under the organization’s defined implementation and exception-management process.

The metadata is present, but a permission set is ineffective until it is assigned to the target execution identity. Creating the dedicated target-org agent user and assigning the set completes that step; an administrator identity, natural-language instructions, or channel publication does not supply the required least-privileged agent identity.

Wrong-answer review

  • A. Assign the permission set to the deployment administrator and run the public agent under that administrator, for the specified implementation requirement.: Running a public agent as a broadly privileged deployment administrator violates the dedicated least-privileged identity design.
  • C. Add the permission names to the agent instructions so Atlas can apply them at runtime, for this requirement.: Instructions cannot create platform users or perform permission-set assignments.
  • D. Publish the channel and rely on publication to create the missing identity and assignments, for the specified implementation requirement.: Channel publication exposes the interaction surface but does not create an agent user or assign permissions.

Extra learning features

Why candidates miss this

Assigning the permission set to the deployment administrator may make actions run, but it uses the wrong execution identity and grants excessive authority. Create the production agent user and assign only the permissions required for the agent’s approved work. Likely wrong answer: Assign the permission set to the deployment administrator and run the public agent under that administrator. Review focus: Deploy an AI Agent with Agentforce

Why this matters

A dedicated, least-privileged agent identity limits what the deployed agent can reach and do. If that identity is compromised or misconfigured, the potential impact is constrained instead of inheriting an administrator’s authority.

Objective/domain: Deployment Lifecycle

Source: Deploy an AI Agent with Agentforce

Question 2 A support agent must answer a warranty question using the most relevant passage from a long product manual stored in Data 360. Which retrieval design grounds the prompt efficiently?

Answer choices

  1. A. Chunk the manual, organize the chunks in a search index, and use an authorized retriever to return relevant context, as selected.
  2. B. Send the entire manual with every prompt because grounding requires the complete source document, as the proposed design for the complete governed operational workflow.
  3. C. Store only the document title and ask the model to reconstruct the missing warranty language, within the described context.
  4. D. Add the manual to the agent role because roles automatically perform indexed passage retrieval, under the stated technical, operational, and governance constraints.

Correct answer

Chunk the manual, organize the chunks in a search index, and use an authorized retriever to return relevant context, as selected.

Objective/domain: Data 360 for Agentforce

Source: Upgrade AI with Real-World Data

Question 3 A service agent must answer using live, harmonized customer attributes plus product manuals. Users search both exact model numbers and natural-language descriptions. Which grounding design best meets these requirements?

Answer choices

  1. A. Implement Data 360 with the structured and unstructured sources and configure advanced hybrid search, under the proposed approach.
  2. B. Use a basic data library and periodically paste customer attributes into its uploaded documents, for the described technical objective.
  3. C. Use merge fields alone because they perform semantic retrieval across product manuals, under the stated decision criteria.
  4. D. Copy the data into prompt instructions so the model can perform real-time exact and semantic searches.

Correct answer

Implement Data 360 with the structured and unstructured sources and configure advanced hybrid search, under the proposed approach.

Objective/domain: Data 360 for Agentforce

Source: Enable Trusted Agents with Data 360

Question 4 An agent must retrieve current clauses from long contracts stored in an external repository and combine them with live harmonized customer data. Governance imposes a zero-copy requirement for the contracts. Which architecture fits?

Answer choices

  1. A. Enable and implement Data 360 for advanced grounding across the external unstructured contracts and structured customer data.
  2. B. Upload monthly contract copies to a basic library and treat them as current zero-copy content, for the stated implementation and support requirements.
  3. C. Place full contracts into prompt instructions and join them to customer data manually, under the described data 360 for agentforce criteria.
  4. D. Use one merge field to retrieve and semantically search every external contract, as the selected response to the described condition.

Correct answer

Enable and implement Data 360 for advanced grounding across the external unstructured contracts and structured customer data.

Objective/domain: Data 360 for Agentforce

Source: Enable Trusted Agents with Data 360

Question 5 After a permission-set cleanup, a prompt engineer can still run deployed templates, but the controls to create and revise templates have disappeared. Audit results show execute access remains while template-management capabilities were removed. Which access should the administrator restore?

Answer choices

  1. A. Testing Center administration, because test execution grants prompt-template authoring rights, as the recommended response to this scenario.
  2. B. Another execute-only prompt-template permission set, as the selected response to the described condition.
  3. C. Agent-channel administration for the channels where the templates are used, under the organization’s defined implementation and exception-management process.
  4. D. The Prompt Template Manager capabilities required to manage and execute prompt templates, within this design.

Correct answer

The Prompt Template Manager capabilities required to manage and execute prompt templates, within this design.

Objective/domain: Prompt Engineering

Source: Create a Prompt Template

Question 6 An administrator has tried six conversations in Preview, but a release gate requires repeatable evidence that 150 paraphrased requests still invoke the expected subagents and actions after each change. What should the administrator use next?

Answer choices

  1. A. Session tracing for one successful conversation, under this approach.
  2. B. Postdeployment adoption monitoring, as the selected approach for the stated technical and business outcome.
  3. C. Testing Center with a repeatable suite of scenario-based cases, for consideration.
  4. D. A production deployment followed by user feedback, within the stated policy framework.

Correct answer

Testing Center with a repeatable suite of scenario-based cases, for consideration.

Objective/domain: Deployment Lifecycle

Source: Explore Agent Testing Tools and Considerations

Question 7 A service agent uses one action to display basic Case details and another to process sensitive financial fields. Trust controls already provide zero-data retention, harmful-output detection, and interaction monitoring. How should the administrator prevent the first action from exposing the sensitive fields?

Answer choices

  1. A. Rely on harmful-output detection to remove any sensitive fields after the agent retrieves them.
  2. B. Give both actions identical field access because the Trust Layer already monitors interactions, as selected.
  3. C. Use Atlas routing to decide dynamically whether the requesting user deserves access, as the recommended response to this scenario.
  4. D. Configure permission-based record and field access appropriate to each agent type and action, for the stated scenario.

Correct answer

Configure permission-based record and field access appropriate to each agent type and action, for the stated scenario.

Objective/domain: AI Agents

Source: Get to Know Agentforce Functionality

Question 8 An external AI assistant must retrieve live shipping rates from a carrier API through a reusable open-standard connection. It is not delegating the task to another autonomous agent and does not need a custom application to chat with a Salesforce agent. While comparing A2A versus MCP and Agent API, what should the architect choose?

Answer choices

  1. A. A2A, because the carrier API should be treated as a specialized remote agent, within the described operational context.
  2. B. MCP, because the assistant needs standardized access to an external tool or service, for the stated requirement.
  3. C. Agent API, because every external API call must begin an Agentforce conversation session, when applied.
  4. D. A new point-to-point connector for each assistant, avoiding a shared protocol, when applied.

Correct answer

MCP, because the assistant needs standardized access to an external tool or service, for the stated requirement.

Objective/domain: Multi-Agent Interoperability

Source: MCP Solutions for Developers

Question 9 Two Agentforce Data Libraries are configured for different applications but both point to the same approved search index. How is runtime access represented for the libraries?

Answer choices

  1. A. They must share one retriever object because a search index can be referenced only once, within the documented operational, security, ownership, and validation requirements.
  2. B. They have no retrievers because the model queries the common index directly, for the described technical objective and its associated operational control requirements.
  3. C. Their prompts become identical because any shared index removes library-level configuration, as the organization’s selected response.
  4. D. Each library retains its own unique retriever, even though both retrievers point to the same index, within cross-functional operational-accountability boundaries.

Correct answer

Each library retains its own unique retriever, even though both retrievers point to the same index, within cross-functional operational-accountability boundaries.

Objective/domain: Data 360 for Agentforce

Source: Upgrade AI with Real-World Data

Question 10 A governance audit finds that service representatives maintain separate prompt text for individual Cases, causing resolution-note wording and grounding to drift. Every note targets the same custom Case field and should use current Salesforce data. What should replace the per-record prompts?

Answer choices

  1. A. A reusable Prompt Builder Field Generation template grounded with the required Salesforce resources, within this design.
  2. B. A separate Flex template for every Case so each record preserves its existing prompt text, under end-to-end security-and-governance requirements.
  3. C. A static Knowledge article copied into the field without current Case grounding, for the required prompt engineering outcome.
  4. D. An ungoverned free-form prompt that each representative rewrites before saving the field, for this requirement.

Correct answer

A reusable Prompt Builder Field Generation template grounded with the required Salesforce resources, within this design.

Objective/domain: Prompt Engineering

Source: Get to Know Prompt Builder

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