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Salesforce Certified Agentforce Specialist Sample Questions (Q109-Q114):
NEW QUESTION # 109
Universal Containers (UC) plans to implement prompt templates that utilize the standard foundation models.
What should UC consider when building prompt templates in Prompt Builder?
- A. Train LLM with data using different writing styles including word choice, intensifiers, emojis, and punctuation.
- B. Ask it to role-play as a character in the prompt template to provide more context to the LLM.
- C. Include multiple-choice questions within the prompt to test the LLM's understanding of the context.
Answer: B
Explanation:
Comprehensive and Detailed In-Depth Explanation:UC is using Prompt Builder with standard foundation models (e.g., via Atlas Reasoning Engine). Let's assess best practices for prompt design.
* Option A: Include multiple-choice questions within the prompt to test the LLM's understanding of the context.Prompt templates are designed to generate responses, not to test the LLM with multiple- choice questions. This approach is impractical and not supported by Prompt Builder's purpose, making it incorrect.
* Option B: Ask it to role-play as a character in the prompt template to provide more context to the LLM.A key consideration in Prompt Builder is crafting clear, context-rich prompts. Instructing the LLM to adopt a role (e.g., "Act as a sales expert") enhances context and tailors responses to UC's needs, especially with standard models. This is a documented best practice for improving output relevance, making it the correct answer.
* Option C: Train LLM with data using different writing styles including word choice, intensifiers, emojis, and punctuation.Standard foundation models in Agentforce are pretrained and not user- trainable. Prompt Builder users refine prompts, not the LLM itself, making this incorrect.
Why Option B is Correct:Role-playing enhances context for standard models, a recommended technique in Prompt Builder for effective outputs, as per Salesforce guidelines.
References:
* Salesforce Agentforce Documentation: Prompt Builder > Best Practices- Recommends role-based context.
* Trailhead: Build Prompt Templates in Agentforce- Highlights role-playing for clarity.
* Salesforce Help: Prompt Design Tips- Suggests contextual roles.
NEW QUESTION # 110
When creating a custom retriever in Einstein Studio, which step is considered essential?
- A. Select the search index, specify the associated data model object (DMO) and data space, and optionally define filters to narrow search results.
- B. Configure the search index, choose vector or hybrid search, choose the fields for filtering, the data space and model, then define the ranking method.
- C. Define the output configuration by specifying the maximum number of results to return, and map the output fields that will ground the prompt.
Answer: A
Explanation:
Comprehensive and Detailed In-Depth Explanation:In Salesforce's Einstein Studio (part of the Agentforce ecosystem), creating acustom retrieverinvolves setting up a mechanism to fetch data for AI prompts or responses. Theessential stepis defining the foundation of the retriever: selecting thesearch index, specifying thedata model object (DMO), and identifying thedata space(Option A). These elements establish where and what the retriever searches:
* Search Index: Determines the indexed dataset (e.g., a vector database in Data Cloud) the retriever queries.
* Data Model Object (DMO): Specifies the object (e.g., Knowledge Articles, Custom Objects) containing the data to retrieve.
* Data Space: Defines the scope or environment (e.g., a specific Data Cloud instance) for the data.
Filters are noted as optional in Option A, which is accurate-they enhance precision but aren't mandatory for the retriever to function. This step is foundational because without it, the retriever lacks a target dataset, rendering it unusable.
* Option B: Defining output configuration (e.g., max results, field mapping) is important for shaping the retriever's output, but it's a secondary step. The retriever must first know where to search (A) before output can be configured.
* Option C: This option includes advanced configurations (vector/hybrid search, filtering fields, ranking method), which are valuable but not essential. A basic retriever can operate without specifying search type or ranking, as defaults apply, but it cannot function without a search index, DMO, and data space.
* Option A: This is the minimum required step to create a functional retriever, making it essential.
Option A is the correct answer as it captures the core, mandatory components of retriever setup in Einstein Studio.
References:
* Salesforce Agentforce Documentation: "Custom Retrievers in Einstein Studio" (Salesforce Help:
https://help.salesforce.com/s/articleView?id=sf.einstein_studio_retrievers.htm&type=5)
* Trailhead: "Einstein Studio for Agentforce" (https://trailhead.salesforce.com/content/learn/modules
/einstein-studio-for-agentforce)
NEW QUESTION # 111
An Agentforce Specialist is tasked with analyzing Agent interactions, looking into user inputs, requests, and queries to identify patterns and trends. What functionality allows the Agentforce Specialist to achieve this?
- A. User Utterances dashboard.
- B. Agent Event Logs dashboard.
- C. AI Audit and Feedback Data dashboard.
Answer: A
Explanation:
Comprehensive and Detailed In-Depth Explanation:The task requires analyzinguser inputs, requests, and queriesto identify patterns and trends in Agentforce interactions. Let's assess the options based on Agentforce' s analytics capabilities.
* Option A: Agent Event Logs dashboard.Agent Event Logs capture detailed technical events (e.g., API calls, errors, or system-level actions) related to agent operations. While useful for troubleshooting or monitoring system performance, they are not designed to analyze user inputs or conversational trends. This option does not meet the requirement and is incorrect.
* Option B: AI Audit and Feedback Data dashboard.There's no specific "AI Audit and Feedback Data dashboard" in Agentforce documentation. Feedback mechanisms exist (e.g., user feedback on responses), and audit trails may track changes, but no single dashboard combines these for analyzing user queries and trends. This option appears to be a misnomer and is incorrect.
* Option C: User Utterances dashboard.The User Utterances dashboard in Agentforce Analytics is specifically designed to analyze user inputs, requests, and queries. It aggregates and visualizes what users are asking the agent, identifying patterns (e.g., common topics) and trends (e.g., rising query types). Specialists can use this to refine agent instructions or topics, making it the perfect tool for this task. This is the correct answer per Salesforce documentation.
Why Option C is Correct:The User Utterances dashboard is tailored for conversational analysis, offering insights into user interactions that align with the specialist's goal of identifying patterns and trends. It's a documented feature of Agentforce Analytics for post-deployment optimization.
References:
* Salesforce Agentforce Documentation: Agent Analytics > User Utterances Dashboard- Describes its use for analyzing user queries.
* Trailhead: Monitor and Optimize Agentforce Agents- Highlights the dashboard's role in trend identification.
* Salesforce Help: Agentforce Dashboards- Confirms User Utterances as a key tool for interaction analysis.
NEW QUESTION # 112
Universal Containers (UC) is tracking web activities in Data Cloud for a unified contact, and wants to use that in a prompt template to help extract insights from the data.
Assuming that the Contact object is one of the objects associated with the prompt template, what is a valid way for DC to do this?
- A. Add the activity records as an enrichment related list to the Contact then pass the Contact into a prompt template workspace using related list grounding.
- B. Call the prompt directly from Data Cloud with a web tracing activity included in the prompt definition.
- C. Create a prompt template that takes a list of all Data Cloud activity records as input to pass to the large language model (LLM).
Answer: A
Explanation:
To integrate web activity data from Data Cloud into a prompt template, the correct approach is to enrich the Contact object with the activity records as a related list and use related list grounding (Option B).Here's why:
* Data Cloud Integration: Data Cloud unifies web activity data and associates it with the unified Contact record. By adding these activities as a related list to the Contact, the data becomes accessible to the prompt template.
* Prompt Template Grounding: Salesforce prompt templates support grounding on related records.
When the Contact is passed to the prompt template, the template can reference the related web activity records (via the related list) to extract insights.
* Structured Data Handling: This method aligns with Salesforce best practices for grounding, ensuring the large language model (LLM) receives structured, context-rich data without overwhelming it with raw activity lists.
Why Other Options Are Incorrect:
* A. Calling the prompt directly from Data Cloud: Prompt templates are invoked within Salesforce, not directly from Data Cloud. Grounding requires associating data with Salesforce objects, not ad-hoc web activity inclusion.
* C. Passing a list of activity records as input: While technically possible, this bypasses Salesforce's grounding framework, which relies on object relationships. It also risks exceeding LLM input limits and lacks scalability.
References:
* Salesforce Data Cloud Implementation Guide: Explains how to enrich standard/custom objects with related data for AI use cases.
* Prompt Template Documentation: Highlights grounding on related lists to leverage contextual data for LLM prompts.
* Trailhead Module: "Einstein Prompt Builder Basics" demonstrates grounding techniques using related records.
NEW QUESTION # 113
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 Builderis designed to help organizations create and configure reusable prompts for large language models (LLMs). By integratinggenerative AIresponses into workflows,Prompt Builderenables 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.
* It is not a tool forApex programming(as in option A).
* It is also not limited to real-time suggestions as mentioned in option C. Instead, it provides a flexible way for companies to manage and customize how AI-driven responses are generated and used in their workflows.
References:
* Salesforce Prompt Builder Overview:https://help.salesforce.com/s/articleView?id=sf.prompt_builder.
htm
NEW QUESTION # 114
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