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Salesforce Agentforce-Specialist Exam Syllabus Topics:

Topic	Details
Topic 1	Prompt Engineering: This section measures the skills of AI Developers and focuses on prompt engineering techniques. It covers identifying when to use Prompt Builder, managing prompt templates, selecting appropriate grounding techniques, and explaining the process for creating and executing prompt templates.
Topic 2	Agentforce and Data Cloud: This section measures the skills of AI Developers and addresses how Agentforce integrates with Data Cloud to improve response accuracy and personalize answers. It involves grounding with retrievers in Data Cloud to enhance agent performance.
Topic 3	Agentforce and Service Cloud: This section measures the skills of AI Engineers and focuses on building agents that answer questions based on Knowledge articles and connecting them to digital channels. It also covers identifying the correct generative AI features in Agentforce for Service Cloud scenarios.
Topic 4	Agentforce and Sales Cloud: This section assesses the skills of AI Developers and covers identifying the correct generative AI features in Agentforce for Sales Cloud scenarios. It also includes determining when to use Agentforce Sales Agents, such as Sales Development Representatives (SDRs) and Sales Coaches.
Topic 5	Agentforce Concepts: This section assesses the skills of AI Engineers and covers how Agentforce works, including its reasoning engine, standard and custom topics, agent actions, and user security management. It also includes testing and deploying agents from sandbox to production environments.

Salesforce Certified Agentforce Specialist Sample Questions (Q184-Q189):

NEW QUESTION # 184
Universal Containers' Agent Action includes several Apex classes for the new Agentforce Agent. What is an important consideration when deploying Apex that is invoked by an Agent Action?

A. The Apex classes must have at least 75% code coverage from unit tests, and all dependencies must be in the deployment package.
B. The Apex classes may bypass the 75% code coverage requirement as long as they are only used by the agent.
C. Apex classes invoked by an Agent Action may be deployed with less than 75% test coverage as long as the agent is not activated in production.

Answer: A

Explanation:
Comprehensive and Detailed In-Depth Explanation:
Universal Containers (UC) is using Apex classes within an Agent Action for their Agentforce Agent.
Deploying Apex in Salesforce has specific requirements, especially when tied to Agentforce functionality. Let' s evaluate the options.
* Option A: The Apex classes must have at least 75% code coverage from unit tests, and all dependencies must be in the deployment package.Salesforce enforces a strict requirement that all Apex classes must achieve at least 75% code coverage from unit tests for deployment to production, regardless of their use case (e.g., Agentforce, triggers, or web services). Additionally, when Apex is invoked by an Agent Action (e.g., via a Flow or direct invocation), all dependencies (e.g., referenced classes, objects) must be included in the deployment package to ensure functionality. This is a standard deployment consideration in Salesforce and applies to Agentforce, making this the correct answer.
* Option B: Apex classes invoked by an Agent Action may be deployed with less than 75% test coverage as long as the agent is not activated in production.Salesforce's 75% code coverage requirement is mandatory for production deployment, regardless of whether the agent is activated.
There's no exemption based on activation status-coverage is enforced at the deployment stage. This option is incorrect and contradicts Salesforce's Apex deployment rules.
* Option C: The Apex classes may bypass the 75% code coverage requirement as long as they are only used by the agent.No such bypass exists in Salesforce. The 75% code coverage rule applies universally to all Apex in production, including classes used by Agentforce. Agent-specific usage doesn' t waive this requirement, making this incorrect.
Why Option A is Correct:
The 75% code coverage requirement and inclusion of dependencies are fundamental Salesforce deployment rules, applicable to Apex in Agent Actions. This ensures reliability and functionality in production, as per official documentation.
References:
Salesforce Agentforce Documentation: Agent Builder > Custom Actions > Apex- Notes standard Apex deployment rules apply.
Salesforce Developer Guide: Apex Testing- Confirms 75% coverage requirement.
Trailhead: Deploy Apex Code- Emphasizes coverage and dependencies for production.

NEW QUESTION # 185
Universal Containers has an active standard email prompt template that does not fully deliver on the business requirements. Which steps should an Agentforce Specialist take to use the content of the standard prompt email template in question and customize it to fully meet the business requirements?

A. Clone the existing template and modify as needed.
B. Save as New Template and edit as needed.
C. Save as New Version and edit as needed.

Answer: A

Explanation:
Comprehensive and Detailed In-Depth Explanation:Universal Containers (UC) has astandard email prompt template(likely a prebuilt template provided by Salesforce) that isn't meeting their needs, and they want to customize it while retaining its original content as a starting point. Let's assess the options based on Agentforce prompt template management practices.
* Option A: Save as New Template and edit as needed.In Agentforce Studio's Prompt Builder, there's no explicit "Save as New Template" option for standard templates. This phrasing suggests creating a new template from scratch, but the question specifiesusing the content of the existing standard template.
Without a direct "save as" feature for standards, this option is imprecise and less applicable than cloning.
* Option B: Clone the existing template and modify as needed.Salesforce documentation confirms that standard prompt templates (e.g., for email drafting or summarization) can beclonedin Prompt Builder. Cloning creates a custom copy of the standard template, preserving its original content and structure while allowing modifications. The Agentforce Specialist can then edit the cloned template- adjusting instructions, grounding, or output format-to meet UC's specific business requirements. This is the recommended approach for customizing standard templates without altering the original, making it the correct answer.
* Option C: Save as New Version and edit as needed.Prompt Builder supports versioning for custom templates, allowing users to save new versions of an existing template to track changes. However, standard templates are typically read-only and cannot be versioned directly-versioning applies to custom templates after cloning. The question implies starting with the standard template's content, so cloning precedes versioning. This option is a secondary step, not the initial action, making it incorrect.
Why Option B is Correct:Cloning is the documented method to repurpose a standard prompt template's content while enabling customization. After cloning, the specialist can modify the new custom template (e.g., tweak the email prompt's tone, structure, or grounding) to align with UC's requirements. This preserves the original standard template and follows Salesforce best practices.
References:
* Salesforce Agentforce Documentation: Prompt Builder > Managing Templates- Details cloning standard templates for customization.
* Trailhead: Build Prompt Templates in Agentforce- Explains how to clone standardtemplates to create editable copies.
* Salesforce Help: Customize Standard Prompt Templates- Recommends cloning as the first step for modifying prebuilt templates.

NEW QUESTION # 186
Universal Containers (UC) is creating a new custom prompt template to populate a field with generated output. UC enabled the Einstein Trust Layer to ensure AI Audit data is captured and monitored for adoption and possible enhancements. Which prompt template type should UC use and which consideration should UC review?

A. Field Generation, and that Dynamic Fields is enabled
B. Field Generation, and that Dynamic Forms is enabled
C. Flex, and that Dynamic Fields is enabled

Answer: A

Explanation:
Comprehensive and Detailed In-Depth Explanation:Salesforce Agentforce provides various prompt template types to support AI-driven tasks, such as generating text or populating fields. In this case, UC needs a custom prompt template topopulate a field with generated output, which directly aligns with theField Generation prompt template type. This type is designed to use generative AI to create field values (e.g., summaries, descriptions) based on input data or prompts, making it the ideal choice for UC's requirement. Additionally, UC has enabled theEinstein Trust Layer, a governance framework that ensures AI outputs are safe, explainable, and auditable, capturing AI Audit data for monitoring adoption and identifying improvement areas.
The consideration UC should review is whetherDynamic Fieldsis enabled. Dynamic Fields allow the prompt template to incorporate variable data from Salesforce records (e.g., case details, customer info) into the prompt, ensuring the generated output is contextually relevant to each record. This is critical for field population tasks, as static prompts wouldn't adapt to record-specific needs. The Einstein Trust Layer further benefits from this, as it can track how dynamic inputs influence outputs for audit purposes.
* Option A: Correct. "Field Generation" matches the use case, and "Dynamic Fields" is a key consideration to ensure flexibility and auditability with the Trust Layer.
* Option B: "Field Generation" is correct, but "Dynamic Forms" is unrelated. Dynamic Forms is a UI feature for customizing page layouts, not a prompt template setting, making this option incorrect.
* Option C: "Flex" templates are more general-purpose and not specifically tailored for field population tasks. While Dynamic Fields could apply, Field Generation is the better fit for UC's stated goal.
Option A is the best choice, as it pairs the appropriate template type (Field Generation) with a relevant consideration (Dynamic Fields) for UC's scenario with the Einstein Trust Layer.
References:
* Salesforce Agentforce Documentation: "Prompt Template Types" (Salesforce Help:https://help.
salesforce.com/s/articleView?id=sf.agentforce_prompt_templates.htm&type=5)
* Salesforce Einstein Trust Layer Documentation: "Monitor AI with Trust Layer" (https://help.salesforce.
com/s/articleView?id=sf.einstein_trust_layer.htm&type=5)
* Trailhead: "Build Prompt Templates for Agentforce" (https://trailhead.salesforce.com/content/learn
/modules/build-prompt-templates-for-agentforce)

NEW QUESTION # 187
The marketing team at Universal Containers is looking for a way personalize emails based on customer behavior, preferences, and purchase history.
Why should the team use Agent as the solution?

A. To generate relevant content when engaging with each customer
B. To analyze past campaign performance
C. To send automated emails to all customers

Answer: A

Explanation:
Agentis designed to assist in generating personalized, AI-driven content based on customer data such as behavior, preferences, and purchase history. For the marketing team atUniversal Containers, this is the perfect solution to create dynamic and relevant email content. By leveragingAgent, they can ensure that each customer receives tailored communications, improving engagement and conversion rates.
* Option Ais correct asAgenthelps generate real-time, personalized content based on comprehensive data about the customer.
* Option Brefers more to Einstein Analytics or
* Marketing Cloud Intelligence, andOption Cdeals with automation, which isn't the primary focus of Agent.
:
Salesforce Agent Overview:https://help.salesforce.com/s/articleView?id=einstein_copilot_overview.htm

NEW QUESTION # 188
Universal Containers wants to use an external large language model (LLM) in Prompt Builder.
What should An Agentforce recommend?

A. Use BYO-LLM functionality in Einstein Studio.
B. Use Apex to connect to an external LLM and ground the prompt.
C. Use Flow and External Services to bring data from an external LLM.

Answer: A

Explanation:
Bring Your Own Large Language Model (BYO-LLM) functionality in Einstein Studio allows organizations to integrate and use external large language models (LLMs) within the Salesforce ecosystem.
Universal Containers can leverage this feature to connect and ground prompts with external LLMs, allowing for custom AI model use cases and seamless integration with Salesforce data.
* Option B is the correct choice as Einstein Studio provides a built-in feature to work with external models.
* Option A suggests using Apex, but BYO-LLM functionality offers a more streamlined solution.
* Option C focuses on Flow and External Services, which is more about data integration and isn't ideal for working with LLMs.
References:
Salesforce Einstein Studio BYO-LLM Documentation: https://help.salesforce.com/s/articleView?id=sf.
einstein_studio_llm.htm

NEW QUESTION # 189
......

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Free PDF Quiz 2025 Salesforce Agentforce-Specialist: Pass-Sure Salesforce Certified Agentforce Specialist Reliable Test Cost

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Salesforce Agentforce-Specialist Exam Syllabus Topics:

Salesforce Certified Agentforce Specialist Sample Questions (Q184-Q189):

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