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Salesforce AI-201 Exam Syllabus Topics:

Section	Weight	Objectives
Testing, Deployment & Lifecycle	15%	- Agent lifecycle management 1. Sandbox to production deployment 2. Testing and validation strategies
Prompt Engineering	20%	- Grounding techniques 1. Data grounding for reducing hallucinations 2. Best practices for prompt design - Prompt Builder usage 1. Prompt templates and configuration 2. Field generation and flex templates
Data Cloud & Grounding	20%	- Data integration for AI agents 1. Using Data Cloud for retrieval augmentation 2. Connecting external data sources
AI Agents	35%	- Agent setup and orchestration 1. Standard and custom topics 2. Standard and custom agent actions - Agent behavior configuration 1. Agent reasoning engine concepts 2. Filters and variables for deterministic behavior
Governance & Observability	10%	- AI governance 1. Monitoring agent behavior 2. Trust layer and compliance concepts

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Salesforce Certified Agentforce Specialist Sample Questions (Q172-Q177):

NEW QUESTION # 172
Coral Cloud Resorts wants visibility into credit usage associated with testing. Which feature supports this?

A. Testing Center
B. Agentforce Analytics
C. Digital Wallet

Answer: A

Explanation:
The AgentForce Testing Center Guide specifies that all testing activity--including prompt tests, structured batch runs, and evaluation sessions--consumes AI credits, which can be monitored directly through the Testing Center interface. The documentation states: "Testing Center provides visibility into testing performance, outcomes, and credit usage. Administrators can view test credit consumption metrics to understand resource utilization across agents and environments."

NEW QUESTION # 173
What is the main purpose of Prompt Builder?

A. A tool within Salesforce offering real-time Al-powered suggestions and guidance to users, Improving productivity and decision-making.
B. A tool for developers to use in Visual Studio Code that creates prompts for Apex programming, assisting developers in writing code more efficiently.
C. A tool that enables companies to create reusable prompts for large language models (LLMs), bringing generative AI responses to their flow of work

Answer: C

Explanation:
Prompt Builder is designed to help organizations create and configure reusable prompts for large language models (LLMs). By integrating generative AI responses into workflows, Prompt Builder enables customization of AI prompts that interact with Salesforce data and automate complex processes. This tool is especially useful for creating tailored and consistent AI-generated content in various business contexts, including customer service and sales.

NEW QUESTION # 174
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 to edit the Lightning page layout and associate the field to a prompt template
B. They forgot that the Case Object is not supported for Add generation as Feinstein Service Replies should be used instead.
C. They forgot to reactivate the Lightning page layout for the Case object after activating their Field Generation prompt template.

Answer: A

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.

NEW QUESTION # 175
An Agentforce Specialist is building a Flex prompt template. Which best practice should the Agentforce Specialist follow when creating the Flex prompt template?

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

Answer: B

Explanation:
In the AgentForce Flex Prompt Design Guide, the recommended best practice for Flex prompt templates is to ensure that the large language model (LLM) is provided with clear contextual information and a defined role (e.g., sales rep, support agent, concierge). Flex prompts are intentionally open-ended and adaptable, enabling them to handle dynamic and conversational use cases, provided they are guided with sufficient context and role clarity.
By setting a role and including detailed contextual cues, the LLM can tailor tone, content, and reasoning appropriately while maintaining response accuracy.

NEW QUESTION # 176
What is the correct process to leverage Prompt Builder in a Salesforce org?

A. Select the appropriate prompt template type to use, select one of Salesforce's standard prompts, determine the object to associate the prompt, select a record to validate against, and associate the prompt to an action.
B. Enable the target object for generative prompting, develop the prompt within the prompt workspace, select records to fine-tune and ground the response, enable the Trust Layer, and associate the prompt to an action.
C. Select the appropriate prompt template type to use, develop the prompt within the prompt workspace, select resources to dynamically insert CRM-derived grounding data, pick the model to use, and test and validate the generated responses.

Answer: C

Explanation:
When using Prompt Builder in a Salesforce org, the correct process involves several important steps:
Select the appropriate prompt template type based on the use case.
Develop the prompt within the prompt workspace, where the template is created and customized.
Select CRM-derived grounding data to be dynamically inserted into the prompt, ensuring that the AI-generated responses are based on accurate and relevant data.
Pick the model to use for generating responses, either using Salesforce's built-in models or custom ones.
Test and validate the generated responses to ensure accuracy and effectiveness.

NEW QUESTION # 177
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