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Salesforce Agentforce-Specialist Exam Overview:

Certification Vendor:Salesforce
Exam Name:Salesforce Certified Agentforce Specialist (AI-201)
Exam Number:AI-201
Exam Format:Scenario-based Questions, Multiple Select, Multiple Choice
Available Languages:English, French, Japanese
Real Exam Qty:60 multiple-choice questions + up to 5 unscored questions
Related Certifications:Salesforce AI Specialist (retired)
Salesforce Platform App Builder
Salesforce AI Associate (retired)
Salesforce Platform Administrator
Exam Duration:105 minutes
Passing Score:72%-73%
Exam Price:USD 200
Recommended Training:Agentforce Specialist Exam Prep
Salesforce Trailhead Agentforce Learning Paths
Exam Registration:Certification Exam Guide
Salesforce Certification Registration
Sample Questions:Salesforce Agentforce-Specialist Sample Questions
Exam Way:Online proctored or onsite testing center
Pre Condition:None
Official Syllabus URL:https://help.salesforce.com/s/articleView?id=005298924&type=1

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Salesforce Agentforce-Specialist Exam Syllabus Topics:

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

Salesforce Certified Agentforce Specialist (AI-201) Sample Questions (Q45-Q50):

NEW QUESTION # 45
Universal Containers (UC) has configured a data library and wants to restrict indexing of knowledge articles to articles which are only publicly available in their knowledge base, UC also wants the agent to link sources that the large language model (LLM) grounded its response on.
Which settings should help UC with this?

Answer: B

Explanation:
According to the AgentForce Data Library Configuration Guide, administrators can restrict indexing and retrieval of Knowledge articles to publicly available ones and enable source visibility for LLM-grounded responses. The documentation states:
"Within the data library settings, under Knowledge Settings, enable 'Use Public Knowledge Articles' to ensure only publicly visible content is indexed. To display citations, enable 'Show Sources' so the agent links the specific articles or data records used to ground its response." Option A correctly reflects these two documented configuration steps.
Option B is incorrect because Salesforce explicitly supports source display for transparency through the
"Show Sources" setting.
Option C incorrectly assumes that Data Categories control indexing visibility and source linking, which is handled by explicit Knowledge Settings, not categorization.
References (AgentForce Documents / Study Guide):
AgentForce Data Library Configuration Guide: "Knowledge Settings for Public Article Indexing" AgentForce Transparency and Source Attribution Notes: "Show Sources Option" AgentForce Study Guide: "Configuring Knowledge Visibility and Source Display"


NEW QUESTION # 46
Universal Containers (UC) wants to create a new Sales Email prompt template in Prompt Builder using the
"Save As" function. However, UC notices that the new template produces different results compared to the standard Sales Email prompt due to missing hyperparameters.
What should UC do to ensure the new prompt template produces results comparable to the standard Sales Email prompts?

Answer: B

Explanation:
WhenUniversal Containerscreates a new Sales Email prompt template using the"Save As"function, missing hyperparameters can result in different outputs. To ensure the new prompt produces comparable results to the standard Sales Email prompt, theAgentforce Specialistshouldmanually add the necessary hyperparameters to the new template.
* Hyperparameters likeTemperature,Frequency Penalty, andPresence Penaltydirectly affect how the AI generates responses. Ensuring that these are consistent with the standard template will result in similar outputs.
* Option A (Model Playground)is not necessary here, as it focuses on fine-tuning models, not adjusting templates directly.
* Option C (Reverting to the standard template)does not solve the issue of customizing the prompt template.
For more information, refer toPrompt Builder documentationon configuring hyperparameters in custom templates.


NEW QUESTION # 47
Universal Containers (UC) wants to enable its sales reps to explore opportunities that are similar to previously won opportunities by entering the utterance, "Show me other opportunities like this one." How should UC achieve this in Einstein Copilot?

Answer: A

Explanation:
Universal Containers can achieve the request to explore similar opportunities by using thestandard Copilot action.Einstein Copilothas built-in actions to handle natural language queries, such as "Show me other opportunities like this one." The standard action will process the query and return results based on predefined matching criteria like opportunity details and past Closed Won deals.
This approach avoids the need to create custom flows or Apex classes, leveraging out-of-the-box functionality.
For further details, refer toEinstein Copilot for Sales documentationregarding standard actions and natural language processing.


NEW QUESTION # 48
Universal Containers (UC) wants to build an Agentforce Service Agent that provides the latest, active, and relevant policy and compliance information to customers. The agent must:
* Semantically search HR policies, compliance guidelines, and company procedures.
* Ensure responses are grounded on published Knowledge.
* Allow Knowledge updates to be reflected immediately without manual reconfiguration.What should UC do to ensure the agent retrieves the right information?

Answer: A

Explanation:
UC requires an Agentforce Service Agent to deliver accurate, up-to-date policy and compliance info with specific criteria. Let's evaluate.
* Option A: Enable the agent to search all internal records and past customer inquiries.Searching all records and inquiries risks irrelevant or outdated responses, conflicting with the need for published Knowledge grounding and immediate updates. This lacks specificity, making it incorrect.
* Option B: Set up an Agentforce Data Library to store and index policy documents for AI retrieval.The Agentforce Data Library integrates with Salesforce Knowledge, indexing HR policies, compliance guidelines, and procedures for semantic search. It ensures grounding in published Knowledge articles, and updates (e.g., new article versions) are reflected instantly without reconfiguration, as the library syncs with Knowledge automatically. This meets all UC requirements, making it the correct answer.
* Option C: Manually add policy responses into the AI model to prevent hallucinations.Manually embedding responses into the model isn't feasible-Agentforce uses pretrained LLMs, not custom training. It also doesn't support real-time updates, making this incorrect.
Why Option B is Correct:
The Data Library meets all criteria-semantic search, Knowledge grounding, and instant updates-per Salesforce's recommended approach.
References:
Salesforce Agentforce Documentation: Data Library > Knowledge Integration - Details indexing and updates.
Trailhead: Build Agents with Agentforce - Covers Data Library for accurate responses.
Salesforce Help: Grounding with Knowledge - Confirms real-time sync.


NEW QUESTION # 49
When configuring a file upload-based Data Library, what are the maximum allowed file sizes for text or HTML files and PDF files, respectively?

Answer: B

Explanation:
The correct answer is C because Salesforce applies different upload limits based on file type for file- based Agentforce Data Libraries. Text and HTML files have a smaller supported maximum of 4 MB, while PDF files can be uploaded up to 100 MB. Option A reverses the limits and is therefore incorrect.
Option B invents a uniform 50 MB limit, which does not match Salesforce's documented limits. This distinction matters during implementation because oversized text or HTML files must be reduced, split, or converted into a supported ingestion pattern before indexing. PDF files have a higher ceiling, but they still must meet processing and library requirements. Salesforce documentation for uploaded files states that users can upload up to 4 MB for text or HTML files and 100 MB for PDF files.


NEW QUESTION # 50
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