Salesforce Prompt Builder & Agent Deployment

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Questions and Answers

What is the correct sequence to utilize Prompt Builder within a Salesforce org?

  • Enable the target object for prompting, develop the prompt, pick records for fine-tuning, enable the Trust Layer, and link to an action.
  • Choose a prompt template, develop within the workspace, select CRM-derived grounding data, choose a model, then test and validate responses. (correct)
  • Choose a prompt template, select a standard Salesforce prompt, identify the associated object, pick a validation record, and connect the prompt to an action.

An Agent has been developed using flows and Apex. What deployment options are available to move it to production?

  • Use change sets exclusively because the Salesforce CLI does not currently support the deployment of agent-related metadata.
  • Deploy the flows and Apex using standard tools, manually configuring agent-related items in production.
  • Deploy flows, Apex, and all agent-related items using either change sets or the Salesforce CLI/Metadata API. (correct)

In Data Cloud, a new PDF file ingestion is configured, including all required fields, mapping, and search index creation. During retriever setup, a required field is found to be missing. What should be done to resolve this?

  • Modify the retriever's configuration to include the desired field.
  • Update the search index to include the desired field. (correct)
  • Create a new custom Data Cloud object that includes the desired field.

Agent answers are unsatisfactory where PDF files are used as a knowledge source. How should this issue be investigated?

<p>Verify the retriever's filter criteria and data source connection. (C)</p> Signup and view all the answers

Universal Containers (UC) wants to use Record Snapshots grounding in a prompt template. What preparations are required?

<p>Create a field set for all the fields to be grounded. (A)</p> Signup and view all the answers

Universal Containers (UC) wants to provide its sales team with post-call visibility into mentions of competitors, products, and custom phrases. Which feature should be enabled?

<p>Call Insights (B)</p> Signup and view all the answers

Which permission sets should the Agentforce Specialist assign to users who need to create and execute prompt templates?

<p>Prompt Template Manager for creating templates and Prompt Template User for executing templates (C)</p> Signup and view all the answers

When using Record Snapshots grounding in a prompt template, what should an Agentforce Specialist be aware of?

<p>Empty data, such as fields without values or sections without limits, is filtered out. (A)</p> Signup and view all the answers

Universal Containers (UC) wants to optimize the retriever's configuration to ensure minimal latency when grounding AI responses. Which configuration aspect should UC prioritize?

<p>Ensure the retriever's filters are defined to limit the scope of each search efficiently. (B)</p> Signup and view all the answers

A support team requires quick, relevant responses to customer inquiries from chat. What feature in Agentforce for Service should the team use?

<p>Einstein Reply Recommendations (A)</p> Signup and view all the answers

How does the AI retriever function within Data Cloud?

<p>It performs contextual searches over an indexed repository to quickly fetch the most relevant documents, enabling grounding AI responses with trustworthy, verifiable information. (C)</p> Signup and view all the answers

How is Data Cloud leveraged by the Answer Questions with Knowledge action in Agentforce?

<p>Data Cloud stores and manages the indexed Knowledge articles. (A)</p> Signup and view all the answers

What is true of Agentforce Testing Center?

<p>Running tests does not consume Einstein Requests. (B)</p> Signup and view all the answers

Universal Containers (UC) wants to create a digest of account action plans using the generative API feature. Which API service should UC use to meet this requirement?

<p>REST API (B)</p> Signup and view all the answers

Universal Containers recently added a custom flow for processing returns and created a new Agent Action. Which action should the company take to ensure the Agentforce Service Agent can run this new flow as part of the new Agent Action?

<p>Assign the Run Flows permission to the Agentforce Agent user. (C)</p> Signup and view all the answers

UC wishes to build an Agentforce Service Agent that provides the latest, active, and relevant policy and compliance information to customers. The agent should be able to semantically search HR policies, compliance guidelines, and company procedures, ensure responses are grounded on published Knowledge, and allow Knowledge updates to be reflected immediately without manual reconfiguration. What should UC do to ensure the agent retrieves the right information?

<p>Set up an Agentforce Data Library to store and index policy documents for AI retrieval. (A)</p> Signup and view all the answers

Based on the user utterance, 'Show me all the customers in New York', which standard Agent action will the planner service use?

<p>Query Records (A)</p> Signup and view all the answers

When testing in Agent Builder and the Experience Cloud site, the agent is not responding with grounded Knowledge article information, but when tested in Prompt Builder, the response returns correctly. What should UC do to troubleshoot the issue?

<p>Ensure the assigned User permission set includes access to the prompt template used to access the Knowledge articles. (B)</p> Signup and view all the answers

A sales manager needs to contact leads at scale with hyper-relevant solutions and customized communications. Which Salesforce solution best suits this need?

<p>Einstein Lead follow-up (B)</p> Signup and view all the answers

An Agentforce Service Agent, is now unable to help customers with issues related to a new product replacement process. The company recently implemented a custom Product Replacement object in Salesforce to track and manage these replacements. Which Agentforce Agent User change must be implemented to address this issue?

<p>The permission set assigned to the Agent User needs Read access to the custom Product Replacement object. (B)</p> Signup and view all the answers

Universal Containers deployed SDR into production, but sales reps are saying they can't find it. What is causing this issue?

<p>Sales rep users are missing the Use SDR Agent permission set. (B)</p> Signup and view all the answers

An Agentforce Specialist is creating a custom action for Agentforce. Which setting should the Agentforce Specialist test and iterate on to ensure the action performs as expected?

<p>Action Instructions (C)</p> Signup and view all the answers

What is the role of the large language model (LLM) in understanding intent and executing an Agent Action?

<p>Identify the best matching topic and actions and correct order of execution (C)</p> Signup and view all the answers

An administrator wants to check the response of the Flex prompt template they've built, but the preview button is greyed out. What is the reason for this?

<p>The records related to the prompt have not been selected. (A)</p> Signup and view all the answers

UC want it's sales reps to see opportunities that are similar to other won opportunities. How should UC set it up with Agents?

<p>Use the standard Agent action. (B)</p> Signup and view all the answers

What provides generative AI replies based on recommended Knowledge articles?

<p>Einstein Service Replies (B)</p> Signup and view all the answers

UC wants to allow its service agents to query the current fulfillment status using natural language. There is a flow to query from Oracle ERP. How should an Agentforce Specialist apply the power of conversational AI?

<p>Create a custom Agent action which calls a flow. (A)</p> Signup and view all the answers

UC is planning a marketing email about products that most closely match a customer's expressed interests. What should the company use to generate this email?

<p>Custom sales email template which is grounded with interest and product information (C)</p> Signup and view all the answers

UC has seen adoption of a new generative AI feature. All sales users have the same profile but one user cannot see the generative AI-enabled field icon. What is the most likely cause?

<p>The user does not have the Prompt Template User permission set assigned. (C)</p> Signup and view all the answers

Once a data source is chosen for an Agentforce Data Library, what is true about changing that data source later?

<p>The data source cannot be changed after it is selected. (A)</p> Signup and view all the answers

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?

<p>Template-triggered prompt flow (C)</p> Signup and view all the answers

Before activating a custom Agent action, an Agentforce Specialist would like to understand multiple real-world user utterances to ensure the action is being selected appropriately. Which tool should the Agentforce Specialist recommend?

<p>Agent Builder (B)</p> Signup and view all the answers

When is an Agentforce Data Library most useful for improving an AI agent's response accuracy?

<p>When the AI agent must provide answers based on a curated set of policy documents that are stored, regularly updated, and indexed in the data library. (A)</p> Signup and view all the answers

Which object stores the conversation transcript between the customer and the agent?

<p>Messaging Session (A)</p> Signup and view all the answers

Users are complaining that they are not getting the right summary based on their utterances. What should the Agentforce Specialist investigate as the root cause?

<p>Review the Action Instructions to ensure they are unique. (C)</p> Signup and view all the answers

What is an important consideration when deploying Apex that is invoked by an Agent Action?

<p>The Apex classes must have at least 75% code coverage from unit tests, and all dependencies must be in the deployment package. (B)</p> Signup and view all the answers

Universal Containers tests out a new Einstein feature for sales team to create customer emails. Sometimes, users find that the draft email contains placeholders for attributes that should be derived from the contact record. What is the most likely explanation?

<p>The user does not have permission to access the fields. (B)</p> Signup and view all the answers

Amid their busy schedules, sales reps dedicate time to follow up with prospects and clients via email regarding renewals. Which standard Agent action helps sales reps draft personalized emails to prospects by generating text based on previous successful communications?

<p>Agent Action: Draft or Revise Sales Email (B)</p> Signup and view all the answers

Leadership needs to populate a dynamic form field with a summary or description created by a large language model (LLM). Which prompt template type should the Agentforce Specialist recommend?

<p>Record Summary (B)</p> Signup and view all the answers

Universal Containers wants its AI agent to answer customer questions with precise and up-to-date information. How does an Agentforce Data Library simplify and enable this?

<p>It automates the ingestion, indexing of data, and creates a default retriever to be used in prompts and agents for grounding with relevant information. (A)</p> Signup and view all the answers

An Agentforce Specialist is tasked to optimize a business process flow. What is the correct method for the Agentforce Specialist to assign actions to an Agent?

<p>Assign the action to a Topic first in Agent Builder. (A)</p> Signup and view all the answers

UC wants to ensure the effectiveness, reliability of agents prior to deploying them in production, by efficiently testing a large and repeatable number of utterances. What should the Agentforce Specialist recommend?

<p>Create a CSV file with UC's test cases in Agentforce Testing Center using the testing template. (C)</p> Signup and view all the answers

What is the primary function of the reasoning engine in Agentforce?

<p>Identifying agent topics and actions to respond to user utterances (B)</p> Signup and view all the answers

UC currently tracks Leads with a custom object. UC is preparing to implement the SDR Agent. Which consideration should UC keep in mind?

<p>Agentforce SDR only works with the standard Lead object. (B)</p> Signup and view all the answers

UC wants to make a newsletter and to directly use data from five unrelated objects in a prompt template. How should UC accomplish this?

<p>Create a flex template and use the five objects as inputs. (A)</p> Signup and view all the answers

An Agentforce Specialist is tasked with creating a prompt template for a sales team to generate a summary of all related opportunities. What grounding technique should the Agentforce Specialist use?

<p>Use merge fields to reference the default related list of opportunities. (B)</p> Signup and view all the answers

In the context of retriever and search indexes, what best describes the data preparation process in Data Cloud?

<p>Data preparation involves loading, chunking, vectorizing, and storing content in a search-optimized manner to support retrieval from the vector database. (A)</p> Signup and view all the answers

UC launched a program to integrate conversational AI into CRM operations with Agents. How should Agents' usability monitored?

<p>Run Agent Analytics. (C)</p> Signup and view all the answers

UC has implemented AI within Salesforce to enable summarization of Guest object, but there are mismatches. In refining its prompt design strategy, which key practices should UC prioritize?

<p>Create concise, clear, and consistent prompt templates with effective grounding, contextual role-playing, clear instructions, and iterative feedback. (B)</p> Signup and view all the answers

Flashcards

Prompt Builder Process

The correct process involves selecting a prompt template, developing the prompt, selecting resources for derived data, choosing a model, and validating responses.

Deploying Agentforce Agents

Deploy flows, Apex, and agent-related items using either change sets or the Salesforce CLI/Metadata API.

Missing Field in Data Cloud

Update the search index to include the desired field.

Troubleshooting Agent Answers

Verify the retriever's filter criteria and data source connection.

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Record Snapshots Preparation

Create a field set for all the fields to be grounded.

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Automatic Visibility for Sales

Use Call Insights.

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Agentforce Permissions

Prompt Template Manager & User

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Agentforce grounding awareness

Empty data and sections without limits are filtered out.

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Optimize Retriever Configuration

Increase recency bias setting.

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Agentforce Chat Feature

Einstein Reply Recommendations

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AI retriever function

The AI Retriever performs contextual searches over an indexed repository to quickly fetch the most relevant documents with information.

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Data Cloud and Knowledge

Data Cloud stores and manages the indexed Knowledge articles.

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Agentforce Testing Center

Running tests risks modifying CRM data in a production environment.

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API Service for Integration

REST API

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Enabling flow in Agent Action

Assign the Run Flows permission to the Agentforce Agent user.

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Retrieving Agent Information

Set up an Agentforce Data Library to store and index policy documents for AI retrieval.

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Agent Task Planner Service

Query Records

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Troubleshooting ground article

Ensure user prompts have correct access

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Contact leads scaled

Prompt Builder

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Agent object access

The permission set assigned needs Read access to the custom Product Replacement object.

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Implement Sales agent

Sales rep users are missing the Use SDR Agent permission set.

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Action Expected

Test and iterate on Action Input

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Agent action model

Identify best action order.

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Admin grey Button

Prompt needs Saved and Activated

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UC Agent Action

Use the standard Agent action.

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AI chats function initiated

Einstein Reply Recommendations

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UC Agent Specialist

Create a custom Agent action which calls a flow.

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UC customer interests

Sales Templates

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User Permission

user does not have the Prompt Template User permission set assigned.

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Agentforce data change

The Data Retriever can be reconfigured to use a different data source.

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Flow unified objects

Template triggered flow

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Test multiple Utterances properly.

Use Model Playground.

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Useful for AI data?

When the AI agent must provide answers based on a curated set of policy documents that are stored and indexed in the data library

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Object trans conversation?

Message session transcripts object is stored.

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Investigate agent.

Review the Action Instructions

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Action Apex

Code above 75 is needed.

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Email Draft

Does not the Einstein Sail Email

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Which Agents helps email?

Helps Draft email.

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Dynamic forms action

Field Generations

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Universal container questions

it automates the ingestion and optical character recognition processing enables regular SQL query retrieval

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Study Notes

  • To leverage Prompt Builder in Salesforce, select the appropriate prompt template type, develop the prompt within the prompt workspace, select resources for dynamically inserting CRM-derived grounding data, pick the model, and test/validate responses.

Agentforce Agent Deployment Options

  • Deploy flows, Apex, and agent-related items using change sets or the Salesforce CLI/Metadata API.
  • If a required field is missing during the setup of a retriever for PDF file ingestion in Data Cloud, update the search index to include the desired field.
  • If agent answers are unsatisfactory when using PDF files as a knowledge source, verify the retriever's filter criteria and data source connection.
  • When using Record Snapshots grounding, create a field set for all the fields to be grounded in a prompt template.
  • Use Call Insights to enable the sales team with automatic post-call visibility into mentions of competitors, products, and custom phrases.
  • Assign the Prompt Template Manager and Prompt Template User permission sets to users who need to create and execute prompt templates.

Consideration When Using Record Snapshots

  • Note that empty data (fields without values or sections without limits) is filtered out.
  • To optimize the retriever configuration for quickly returning AI agent responses, prioritize increasing the recency bias setting.
  • Employ Einstein Reply Recommendations for quick, relevant, and grounded responses to high-volume chat interactions, maintaining consistency and accuracy.
  • The AI retriever function within Data Cloud performs contextual searches over an indexed repository to fetch the most relevant documents, enabling grounding AI responses with trustworthy and verifiable information.
  • Data Cloud stores and manages the indexed Knowledge articles for the Answer Questions with Knowledge action in Agentforce.
  • Agentforce Testing Center does not consume Einstein Requests when running tests.
  • REST API should be used to create a digest of account action plans using the generative API feature.
  • Assign the Run Flows permission to the Agentforce Agent user to ensure the Agentforce Service Agent can run a new flow as part of a new Agent Action.
  • To ensure an Agentforce Service Agent retrieves the right information, set up an Agentforce Data Library to store and index policy documents for AI retrieval.
  • The 'Query Records' standard Agent action will be used by the planner service based on the user utterance, 'Show me all the customers in New York'.
  • Ensure the assigned User permission set includes access to the prompt template used to access the Knowledge articles when testing Agent Builder and Experience Cloud site configurations.
  • Prompt Builder best suits contacting leads at scale with hyper-relevant solutions and customized communications in the most efficient manner possible.
  • For an Agentforce Agent User change to to address issues related to a new product replacement process assign the permission set so the agent user needs read access to the custom Product Replacement object
  • A missing "Use SDR Agent" permission set is preventing sales reps from finding the new Agentforce Sales Development Representative (SDR) in production.
  • When creating a custom action for Agentforce, test and iterate on Action Input to ensure the action performs as expected.
  • A large language model (LLM) identifies the best matching topic and actions and the correct order of execution when understanding intent and executing an Agent Action.
  • The preview button may be grayed out on checking the response of a Flex prompt template if the prompt has not been saved and activated.
  • Sales reps can use the standard Agent action to explore opportunities similar to previously won opportunities.
  • The Einstein Reply Recommendations functionality in Salesforce provides generative AI replies or draft emails based on recommended Knowledge articles when a customer chat is initiated.
  • Create a custom Agent action to leverage a natural language service agent to query the current fulfillment status of an order with an existing autolaunched flow.
  • A custom sales email template which is grounded with interest and product information should be used to generate a marketing email about products that most closely match a customer's expressed interests.
  • One user does not see the generative AI-enabled field icon, the user does not have the Prompt Template User permission set assigned.
  • The Data Retriever can be reconfigured to use a different data source.
  • Flow should use Template-triggered prompt flow to bring data from unified Data Cloud objects to prompt templates.
  • Before activating a custom Agent action, it is important to understand multiple real-world user utterances to ensure the action is being selected appropriately, Agent Builder is the tool to recommend.
  • A scenario is that an AI agent must provide answers based on a curated set of policy documents that are stored, regularly updated, and indexed in the data library can be demonstrated by Agentforce Data Library.
  • The Messaging Session object stores the conversation transcript between the customer and the agent.
  • Review the Action Instructions to ensure they are unique when users are complaining that they are not getting the right summary based on their utterances.
  • Apex classes must have at least 75% code coverage from unit tests, and all dependencies must be in the deployment package.
  • For a new Einstein Generative AI feature for its sales team to create personalized and contextualized emails for its customers, with attributes that could have been derived from the recipient's contact record, the user does not have permission to access the fields.
  • The 'Agent Action: Draft or Revise Sales Email' standard Agent action helps sales reps draft personalized emails to prospects by generating text based on previous successful communications
  • Leadership needs to populate a dynamic form field by the Record Summary which is created by a large language model LLM
  • Agentforce Data Library simplifies and enables the AI agent automates the ingestion and optical character recognition (OCR) processing of any PDF, and indexes them to enable regular SQL query retrieval to ground prompts and agents with relevant information
  • Assign the action to a Topic first in Agent Builder for the salesforce Agentforce Platform.
  • Deploy the agent in a Q/A sandbox environment and review Utterance Analysis reports to review effectiveness to ensure its effectiveness.
  • The primary function of the reasoning engine in Agentforce is to identify agent topics and actions to respond to user utterances.
  • Agentforce SDR only works with the standard Lead object.
  • The way UC can utilize data from five unrelated objects using a flex template and use the five objects as inputs.
  • The grounding technique to be used Use merge fields to reference the default related list of opportunities.
  • Data preparation involves loading, chunking, vectorizing, and storing content in a search-optimized manner to support retrieval from the vector database
  • To monitor Agents usability and the assignment of actions, the Agentforce specialist should run Agent Analytics.
  • In refining its prompt design strategy, key practices UC prioritize are creating concise, clear, and consistent prompt templates with effective grounding, contextual role-playing, clear instructions, and iterative feedback.
  • To add the sparkle icon, forgot to Reactivate the lightning page layout.
  • Define filters to narrow the search results based on specific conditions.
  • After configuring and saving a salesforce agentforce Data Library (regardless of the data source), the data stream, the search index, and a retriever components are automatically created and available in Data Cloud.
  • The main benefit of using a Knowledge article in an Agentforce Data Library is that it provides a structured, searchable repository of approved documents so the agent can retrieve reliable information for each inquiry.
  • The cause is that Salesforce Knowledge is not enabled in the organization for libraries or bases.
  • Outbound Omni-Channel Flow is the tool that connects the service agent to the human agent queue for escalation/routing.
  • When the 'Enrich event logs with conversation data' setting in the Agentforce configuration is enabled the specialist can "view session data including user input and Agent responses for sessions over the past 7 days."
  • The large language model LLM interprets the user's request, generates a plan by identifying the appropriate topics and actions, and executes the actions to retrieve and display the open opportunities.
  • Use the prompt builder to create a draft of a support bulletin post for new product patches
  • a sales Email prompt template be used as the solution approach which should the admin leverage for the creation of different products.
  • The number of tokens generated by the dynamic nature of the prompt template will vary by record the random nature of the report errors

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