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Salesforce Agentforce-Specialist Exam Syllabus Topics:

Topic	Details
Topic 1	Prompt Engineering: This section focuses on using Prompt Builder, managing user roles, creating prompt templates with field generation and flex types, selecting grounding techniques, and applying best practices for effective prompts.
Topic 2	Data Cloud for Agentforce: This domain covers Agentforce Data Library types, improving responses with unstructured data through chunking and indexing, understanding retrievers, and selecting keyword, vector, or hybrid search types.
Topic 3	Development Lifecycle: This area addresses testing agents in Testing Center, deploying from sandbox to production, and managing agent adoption and monitoring.
Topic 4	Multi-Agent Interoperability: This domain explains Model Context Protocol (MCP), agent-to-agent communication, and when to use Agent API for system interactions.
Topic 5	AI Agents: This domain covers configuring agent behavior, understanding the reasoning engine, selecting topics and actions for agent types, managing Agent User security, choosing appropriate agent types, and connecting agents to various channels.

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Salesforce Certified Agentforce Specialist (AI-201) Sample Questions (Q229-Q234):

NEW QUESTION # 229
Cloud Kicks wants its Agentforce Service Agent to retrieve up-to-date factual data from the internet.
Which step must an Agentforce Specialist take to ensure the agent uses the web search capability properly?

A. Map the web search retriever to a custom search index in Data 360 before activating the agent.
B. Remove the default General FAQ subagent and replace its function with a new General Web Search subagent.
C. Enable the Answer Questions with Knowledge standard action specifically on the General FAQ subagent.

Answer: B

Explanation:
The correct answer is C. Salesforce's Agentforce web search guidance states that web search is configured through a web search data library and a General Web Search subagent. It also notes that the General FAQ subagent must be removed because only one subagent can use the Answer Questions with Knowledge action for this purpose. Option A is incomplete and misleading because simply enabling Answer Questions with Knowledge on General FAQ is the standard knowledge or file-search pattern, not the proper web search pattern. Option B is also incorrect because the specialist does not manually map a web search retriever to a custom search index as the required setup step. Web search requires the correct web data library and General Web Search subagent configuration.

NEW QUESTION # 230
Universal Containers (UC) wants to use Flow to bring data from unified Data Cloud objects to prompt templates.
Which type of flow should UC use?

A. Unified-object linking flow
B. Template-triggered prompt flow
C. Data Cloud-triggered flow

Answer: B

Explanation:
In this scenario,Universal Containerswants to bring data fromunified Data Cloud objectsinto prompt templates, and the best way to do that is through aData Cloud-triggered flow. This type of flow is specifically designed to trigger actions based on data changes within Salesforce Data Cloud objects.
Data Cloud-triggered flows can listen for changes in the unified data model and automatically bring relevant data into the system, making it available for prompt templates. This ensures that the data is both real-time and up-to-date when used in generative AI contexts.
For more detailed guidance, refer to Salesforce documentation onData Cloud-triggered flowsandData Cloud integrationswith generative AI solutions.

NEW QUESTION # 231
An Agentforce at Universal Containers is trying to set up a new Field Generation prompt template. They take the following steps.
1. Create a new Field Generation prompt template.
2. Choose Case as the object type.
3. Select the custom field AI_Analysis_c as the target field.
After creating the prompt template, the Agentforce Specialist saves, tests, and activates it. Howsoever, when they go to a case record, the AI Analysis field does not show the (Sparkle) icon on the Edit pencil. When the Agentforce Specialist was editing the field, it was behaving as a normal field.
Which critical step did the Agentforce Specialist miss?

A. They forgot that the Case Object is not supported for Add generation as Feinstein Service Replies should be used instead.
B. They forgot to reactivate the Lightning page layout for the Case object after activating their Field Generation prompt template.
C. They forgot to edit the Lightning page layout and associate the field to a prompt template

Answer: C

Explanation:
For Field Generation prompt templates to display the Sparkle icon (indicating AI-generated content), the target field must be explicitly associated with the prompt template on the Lightning page layout. Even if the prompt template is activated, failing to add the field to the page layout and link it to the template will result in the field behaving as a standard field. Salesforce documentation emphasizes that page layout configuration is mandatory to enable AI-driven field interactions.
Reactivating the layout (A) is unnecessary unless the layout itself was modified after activation.
Case objects are supported for Field Generation (B is incorrect).
Reference:
Salesforce Help Article: Configure Field Generation Prompt Templates ("Associating Fields with Page Layouts" section).
Einstein GPT Implementation Guide: "Enabling AI-Generated Fields in Lightning Pages."

NEW QUESTION # 232
Universal Containers (UC) needs to save agents time with AI-generated case summaries. UC has implemented the Work Summary feature.
What does Einstein consider when generating a summary?

A. Generation is grounded with conversation context and Knowledge articles.
B. Generation is grounded with existing conversation context only.
C. Generation is grounded with conversation context, Knowledge articles, and cases.

Answer: C

Explanation:
When generating a Work Summary, Einstein leverages multiple sources of information to provide a comprehensive and accurate case summary for agents.
* Conversation Context:
* Einstein analyzes the details of the customer interaction, including chat or email threads, to extract relevant information for the summary.
* Knowledge Articles:
* It considers linked Knowledge Articles or articles referred to during the case resolution process, ensuring the summary incorporates accurate resolutions or additional resources provided to the customer.
* Cases:
* Einstein also examines historical cases and related case records to ground the summary in context from past resolutions or interactions.
* Option Ais correct as it includes all three: conversation context, Knowledge articles, and cases.
* Option Bis incorrect because it limits the grounding to conversation context only, excluding other critical elements.
* Option Cis incorrect because it omits case data, which Einstein considers for more accurate and contextually rich summaries.

NEW QUESTION # 233
Universal Containers has a new AI project.
What should An Agentforce consider when adding a related list on the Account object to be used in the prompt template?

A. Prompt Builder must be used to assign the fields from the related list as a JSON format.
B. After selecting a related list from the Account, use the field picker to choose merge fields in Prompt Builder.
C. The fields for the related list are based on the default page layout of the Account for the current user.

Answer: B

Explanation:
Context of the QuestionUniversal Containers (UC) wants to include details from a related list on the Account object in a prompt template. This is typically done via Prompt Builder in Salesforce's generative AI setup.
Prompt Builder Behavior
Selecting a Related List: Within Prompt Builder, you can navigate to the object (Account) and choose which related list (e.g., Contacts, Opportunities) you want to reference.
Field Picker: Once a related list is chosen, Prompt Builder provides a field picker interface, allowing you to select specific fields from that related list. These fields then become available for merge fields or dynamic insertion within your prompt.
Why Option A is Correct
Direct Alignment with the Standard Process: The recommended approach in Salesforce's documentation is to select a related list and then use the field picker to add the necessary fields into your AI prompt. This ensures the prompt has exactly the data you need from that related list.
Why Not Option B (JSON Formatting)
No Mandatory JSON Requirement: Although you can structure data as JSON if you desire advanced formatting, Prompt Builder does not require you to manually assign the fields from the related list in JSON.
The platform automatically handles how the data is passed along in the background.
Why Not Option C (Default Page Layout)
Independent of Page Layout: Prompt Builder does not rely strictly on the default page layout for fields. You can configure the fields you want from the related list, independent of how the user's page layout is set up in the UI.
ConclusionSince the official Salesforce approach involves selecting a related list and then using the field picker to insert merge fields, Option A is the correct and verified answer.
Salesforce Agentforce Specialist References & Documents
Salesforce Official Documentation: Prompt Builder BasicsExplains how to reference objects and related lists when building AI prompts.
Salesforce Trailhead: Get Started with Prompt BuilderProvides hands-on exercises demonstrating how to pick fields from related objects or lists.
Salesforce Agentforce Specialist Study GuideOutlines best practices for referencing related records and fields in generative AI prompts.

NEW QUESTION # 234
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