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Agentforce Specialist Practice Test

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Questions updated at Aug 2, 2026, 3:34 PM CDT

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Today's 10 Agentforce Specialist questions

Use this 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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200 verified questions are in the live bank. Free daily questions are selected from a rotating sample set. Unlock Pro to access the full question bank.

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Question 1 of 10
Objective Explain A2A purpose Multi-Agent Interoperability

A client agent delegates a complex travel-planning job to a specialized remote agent. Delegation requires multiple messages and returned artifacts while preserving context until completion. Which protocol behavior is required?

Concept tested:
Question 2 of 10
Objective Test an agent with Testing Center Deployment Lifecycle

After a production routing complaint, a release team assembles 120 realistic paraphrases that should select specified subagents, actions, and responses. Some cases can update CRM records, and the team needs repeatable pass/fail comparisons before the next release. What should it do?

Concept tested:
Question 3 of 10
Objective Manage deterministic behavior with filters and variables AI Agents

Testing shows that a bank-details subagent can be selected while the verification variable is false because its availability rule checks only whether the variable exists. What correction should the designer make?

Concept tested:
Question 4 of 10
Objective Choose Field Generation or Flex Prompt Engineering

Service representatives should click a control on a Case record in Lightning Experience to draft a resolution summary directly for an editable custom field. Which prompt template type fits?

Concept tested:
Question 5 of 10
Objective Select and configure Agentforce Data Libraries Data 360 for Agentforce

A team creates an Agentforce Data Library from a set of Knowledge articles. It wants retrieval-ready passages without manually building every ingestion and indexing component. What does the library creation process provide?

Concept tested:
Question 6 of 10
Objective Explain MCP purpose and use cases Multi-Agent Interoperability

An AI assistant needs to retrieve approved pricing data from an external service and invoke its quote tool through a common interface. No autonomous agent is being asked to own or delegate the task. What should be provided?

Concept tested:
Question 7 of 10
Objective Deploy from sandbox to production Deployment Lifecycle

An embedded agent passed sandbox channel validation and its complete metadata reached production. The Embedded Service deployment exists in the target org but customers cannot access it because it is unpublished. What should the team do?

Concept tested:
Question 8 of 10
Objective Configure standard or custom subagents and actions AI Agents

A custom account-service action uses an autolaunched flow to update an approved field, but the agent must not read other sensitive account information. Which configuration most directly preserves that boundary while enabling the process?

Concept tested:
Question 9 of 10
Objective Create, activate, and execute templates Prompt Engineering

An organization has dozens of similarly named prompt templates, and administrators frequently select the wrong one for activation. What governance improvement most directly helps distinguish them as the catalog grows?

Concept tested:
Question 10 of 10
Objective Configure retrievers Data 360 for Agentforce

Product support needs customizable transformation plus retrieval that matches exact part codes and semantic descriptions. The team considered ensemble parallel search, but all content is governed through one advanced design rather than multiple independent retrievers. What should it implement?

Concept tested:
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The free daily 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 client agent delegates a complex travel-planning job to a specialized remote agent. Delegation requires multiple messages and returned artifacts while preserving context until completion. Which protocol behavior is required?

Answer choices

  1. A. A stateless MCP tool call with no remote autonomous agent or collaboration context.
  2. B. A new unrelated prompt for every message so no task state is shared.
  3. C. An A2A stateful task that associates the agents' messages and artifacts throughout the handoff.
  4. D. An Embedded Service session that treats the remote agent as a customer website channel.

Correct answer

An A2A stateful task that associates the agents' messages and artifacts throughout the handoff.

A2A supports delegation to a specialized remote agent and associates collaboration messages and artifacts with a stateful task. That lifecycle preserves context across the multi-message handoff until completion.

Wrong-answer review

  • A. A stateless MCP tool call with no remote autonomous agent or collaboration context.: MCP addresses AI access to external tools and data rather than stateful autonomous-agent collaboration.
  • B. A new unrelated prompt for every message so no task state is shared.: Unrelated prompts would fragment the context and artifacts needed to complete one delegated job.
  • D. An Embedded Service session that treats the remote agent as a customer website channel.: Embedded Service hosts customer conversations and does not define cross-platform agent delegation semantics.

Extra learning features

Why candidates miss this

MCP is tempting because it standardizes integrations, but a stateless tool call does not provide autonomous-agent discovery, delegation, or a stateful collaboration lifecycle. A2A uses an agent card and stateful task to preserve messages and artifacts throughout delegated work. Likely wrong answer: A stateless MCP tool call with no remote autonomous agent or collaboration context. Review focus: Agent2Agent Protocol: Guide to AI Agent Interoperability

Objective/domain: Multi-Agent Interoperability

Source: Agent2Agent Protocol: Guide to AI Agent Interoperability

Question 2 After a production routing complaint, a release team assembles 120 realistic paraphrases that should select specified subagents, actions, and responses. Some cases can update CRM records, and the team needs repeatable pass/fail comparisons before the next release. What should it do?

Answer choices

  1. A. Enter all 120 requests manually in production Preview and record observations.
  2. B. Inspect one production session trace and treat it as representative of all paraphrases.
  3. C. Run the cases against production because expected results prevent data changes.
  4. D. Run a Test Suite in a sandbox with expected subagents, actions, and responses.

Correct answer

Run a Test Suite in a sandbox with expected subagents, actions, and responses.

Objective/domain: Deployment Lifecycle

Source: Explore Agent Testing Tools and Considerations

Question 3 Testing shows that a bank-details subagent can be selected while the verification variable is false because its availability rule checks only whether the variable exists. What correction should the designer make?

Answer choices

  1. A. Keep the subagent visible and add a warning to its instructions.
  2. B. Change the rule to accept any nonblank verification value.
  3. C. Expose the subagent after any action returns, regardless of that action result.
  4. D. Use an available-when condition that requires the verification variable to be true.

Correct answer

Use an available-when condition that requires the verification variable to be true.

Objective/domain: AI Agents

Source: Agent Script Pattern: Using Variables Effectively

Question 4 Service representatives should click a control on a Case record in Lightning Experience to draft a resolution summary directly for an editable custom field. Which prompt template type fits?

Answer choices

  1. A. Flex, because every record-field workflow requires designer-defined arbitrary resources.
  2. B. A general agent action with no association to the target Case field.
  3. C. Field Generation, associated with the supported editable Case field.
  4. D. A data library, because retrieval configuration determines where generated text is written.

Correct answer

Field Generation, associated with the supported editable Case field.

Objective/domain: Prompt Engineering

Source: Prompt Template Types

Question 5 A team creates an Agentforce Data Library from a set of Knowledge articles. It wants retrieval-ready passages without manually building every ingestion and indexing component. What does the library creation process provide?

Answer choices

  1. A. Automated data stream and mapping setup, document chunking, a search index, and a dedicated retriever.
  2. B. Only a file container; the team must separately code chunking, indexing, and retrieval.
  3. C. A single full-document prompt that sends every complete article to the model on each request.
  4. D. A topic-classification model that replaces the agent's configured topics and actions.

Correct answer

Automated data stream and mapping setup, document chunking, a search index, and a dedicated retriever.

Objective/domain: Data 360 for Agentforce

Source: Upgrade AI with Real-World Data

Question 6 An AI assistant needs to retrieve approved pricing data from an external service and invoke its quote tool through a common interface. No autonomous agent is being asked to own or delegate the task. What should be provided?

Answer choices

  1. A. An agent-to-agent protocol that treats the pricing service as an autonomous collaborator.
  2. B. A separate proprietary integration for every AI assistant that may use the service.
  3. C. An Embedded Service chat deployment that exposes the pricing service as a website conversation.
  4. D. An MCP server that securely processes the permitted data and tool requests through the standard interface.

Correct answer

An MCP server that securely processes the permitted data and tool requests through the standard interface.

Objective/domain: Multi-Agent Interoperability

Source: MCP Solutions for Developers

Question 7 An embedded agent passed sandbox channel validation and its complete metadata reached production. The Embedded Service deployment exists in the target org but customers cannot access it because it is unpublished. What should the team do?

Answer choices

  1. A. Publish the Embedded Service deployment in the target org and verify customer access.
  2. B. Retrieve the same metadata again because repeated retrieval automatically publishes the channel.
  3. C. Replace the agent user because identities control whether Embedded Service is published.
  4. D. Monitor the unavailable channel until production traffic causes it to publish itself.

Correct answer

Publish the Embedded Service deployment in the target org and verify customer access.

Objective/domain: Deployment Lifecycle

Source: Deploy an AI Agent with Agentforce

Question 8 A custom account-service action uses an autolaunched flow to update an approved field, but the agent must not read other sensitive account information. Which configuration most directly preserves that boundary while enabling the process?

Answer choices

  1. A. Give the Atlas reasoning engine unrestricted account access and rely on it to avoid sensitive fields.
  2. B. Describe the sensitive fields in natural-language subagent instructions so the model can decide when to read them.
  3. C. Replace the flow with a prompt template that receives the entire account record.
  4. D. Limit the information and access controls available to the agent while allowing the approved custom action to run.

Correct answer

Limit the information and access controls available to the agent while allowing the approved custom action to run.

Objective/domain: AI Agents

Source: Get to Know Agentforce Functionality

Question 9 An organization has dozens of similarly named prompt templates, and administrators frequently select the wrong one for activation. What governance improvement most directly helps distinguish them as the catalog grows?

Answer choices

  1. A. Remove all template descriptions and rely only on creation timestamps.
  2. B. Give each template a useful description that clearly states its purpose and differentiating use case.
  3. C. Grant Prompt Template Manager access to every user so selection mistakes no longer matter.
  4. D. Activate every template without preview so administrators never need to choose among drafts.

Correct answer

Give each template a useful description that clearly states its purpose and differentiating use case.

Objective/domain: Prompt Engineering

Source: Create a Prompt Template

Question 10 Product support needs customizable transformation plus retrieval that matches exact part codes and semantic descriptions. The team considered ensemble parallel search, but all content is governed through one advanced design rather than multiple independent retrievers. What should it implement?

Answer choices

  1. A. One basic data library with default retrieval and no transformation customization.
  2. B. A data graph alone, because flattened JSON automatically performs exact and semantic document search.
  3. C. Multiple duplicate libraries solely to justify an ensemble retriever.
  4. D. Advanced Data 360 RAG with the required transformations and advanced hybrid search.

Correct answer

Advanced Data 360 RAG with the required transformations and advanced hybrid search.

Objective/domain: Data 360 for Agentforce

Source: Enable Trusted Agents with Data 360

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