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Salesforce Agentforce-Specialist Exam Syllabus Topics:

TopicDetails
Topic 1
  • 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 2
  • 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 3
  • Development Lifecycle: This area addresses testing agents in Testing Center, deploying from sandbox to production, and managing agent adoption and monitoring.
Topic 4
  • 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.
Topic 5
  • Multi-Agent Interoperability: This domain explains Model Context Protocol (MCP), agent-to-agent communication, and when to use Agent API for system interactions.

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Salesforce Certified Agentforce Specialist (AI-201) Sample Questions (Q66-Q71):

NEW QUESTION # 66
Universal Containers is building a custom agent and creating a new Apex action that accepts a collection of text values, such as a list of product names, as an input parameter. The Agentforce Specialist is configuring the action's metadata in Agentforce Assets and needs to properly map this input so the reasoning engine can pass the list of strings correctly.
When defining this input, which complex_data_type_name should the Agentforce Specialist use?

Answer: C

Explanation:
The correct answer is A because Agentforce action metadata must use supported Lightning data types when defining action inputs and outputs. A collection of text values must be exposed to the reasoning engine through a Salesforce-supported Lightning type, not through an Apex implementation name.
lightning__stringType correctly maps string-based action input so Agentforce can validate, structure, and pass values into the Apex action. apex__String is not the correct metadata type because it describes an Apex language type, not the Agentforce action schema type. lightning__textType is a UI-oriented text type and is not the correct mapping for this collection-style string action input. Salesforce's Agentforce developer guidance confirms that Apex strings are mapped to standard Lightning types for action configuration.


NEW QUESTION # 67
What is the primary advantage of creating an individual retriever instead of the default retriever?

Answer: A

Explanation:
The AgentForce Data Cloud and Retrieval Configuration Guide explains that individual retrievers offer customization flexibility beyond the default retriever. The guide states: "Individual retrievers allow specialists to define filters, select specific fields for retrieval, and configure result limits, providing fine- grained control over data recall and relevance." Option A is incorrect because aggregation across multiple data spaces or DMOs is managed through composite retrievers, not individual retrievers.
Option C is also incorrect, as retrievers do not automatically generate or update indexes - indexing is handled separately within Data Cloud.
Therefore, Option B is correct since it represents the key advantage of individual retrievers: the ability to configure filters, fields, and retrieval parameters for precision control.
References (AgentForce Documents / Study Guide):
* AgentForce Data Cloud Guide: "Individual vs. Default Retriever Configuration"
* AgentForce Study Guide: "Fine-Tuning Retrieval Logic Using Individual Retrievers"
* Einstein Studio for AgentForce: "Custom Filtering and Field Selection in Retrievers"


NEW QUESTION # 68
Universal Containers' sales team engages in numerous video sales calls with prospects across the nation. Sales management wants an easy way to understand key information such as deal terms or customer sentiments.
Which Einstein Generative AI feature should An Agentforce recommend for this request?

Answer: A

Explanation:
Einstein Call Summaries is the best option for this scenario because it leverages Salesforce's AI capabilities to automatically summarize key details of video or voice calls. It includes details like deal terms, customer sentiments, follow-up tasks, and other crucial information. This feature is designed to help sales teams focus on their strategies rather than taking extensive manual notes during conversations.
* Einstein Call Summaries:Automatically generates summaries for calls, identifying critical points such as next steps and follow-ups, enhancing efficiency and understanding of deal progression.
* Einstein Conversation Insights:While it provides insights into customer sentiment and engagement, it is more suited for analyzing patterns across conversations rather than summarizing specific call details.
* Einstein Video KPI:Focuses on analyzing key performance indicators within video calls but does not offer summarization features needed for deal terms or sentiment tracking.
This feature ensures actionable insights are delivered directly into the Salesforce CRM, allowing sales managers to gain a concise overview without manually reviewing long recordings.
Reference:
"Boost Sales with Automated AI Strategies | Salesforce Trailhead" .
"Introduction to Einstein Discovery | Salesforce" .


NEW QUESTION # 69
Support agents at Universal Containers are using Agentforce to find troubleshooting information. They've reported that the agent frequently provides knowledge articles that are outdated, even when newer versions of the articles are available. The administrator has confirmed that all articles are correctly chunked and indexed.
Which configuration change in the Data Cloud hybrid search index best addresses this problem?

Answer: B

Explanation:
The AgentForce Data Cloud Retrieval and Ranking Guide highlights that when outdated Knowledge articles appear before newer ones, administrators should configure ranking factors that prioritize content based on recency. The documentation specifies: "Adding a recency ranking factor using the LastModifiedDate or LastPublishedDate fields ensures the retrieval prioritizes the most up-to-date documents, improving response relevance." Option A (disabling keyword index) would remove precision in retrieval and does not address recency.
Option B (changing chunking strategy) affects data segmentation, not ranking order.
Therefore, Option C - adding a ranking factor for recency - is the correct way to ensure updated articles are prioritized.
References (AgentForce Documents / Study Guide):
* AgentForce Data Cloud Hybrid Search Configuration Guide: "Applying Recency Ranking"
* AgentForce Knowledge Management Handbook: "Prioritizing Updated Articles in Search"
* AgentForce Study Guide: "Ranking and Weighting Strategies for Knowledge Retrieval"


NEW QUESTION # 70
An Agentforce implements Einstein Sales Emails for a sales team. The team wants to send personalized follow-up emails to leads based on their interactions and data stored in Salesforce. TheAgentforce Specialistneeds to configure the system to use the most accurate and up-to-date information for email generation.
Which grounding technique should theAgentforce Specialistuse?

Answer: B

Explanation:
ForEinstein Sales Emailsto generate personalized follow-up emails, it is crucial to ground the email content with the most up-to-date and accurate information. Grounding refers to connecting the AI model with real- time data. The most appropriate technique in this case isGround with Record Merge Fields. This method ensures that the content in the emails pulls dynamic and accurate data directly from Salesforce records, such as lead or contact information, ensuring the follow-up is relevant and customized based on the specific record.
* Record Merge Fieldsensure the generated emails are highly personalized using data like lead name, company, or other Salesforce fields directly from the records.
* Apex Merge Fieldsare typically more suited for advanced, custom logic-driven scenarios but are not the most straightforward for this use case.
* Automatic grounding using Draft with Einsteinis a different feature where Einstein automatically drafts the email, but it does not specifically ground the content with record-specific data likeRecord Merge Fields.
References:
* Salesforce Einstein Sales Emails Documentation:https://help.salesforce.com/s/articleView?id=release- notes.rn_einstein_sales_emails.htm


NEW QUESTION # 71
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