Free Salesforce Salesforce-AI-Specialist Exam Actual Questions

The questions for Salesforce-AI-Specialist were last updated On Apr 21, 2025

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Question No. 1

When a customer chat is initiated, which functionality in Salesforce provides generative AI replies or draft emails based on recommended Knowledge articles?

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Correct Answer: B

When a customer chat is initiated, Einstein Service Replies provides generative AI replies or draft emails based on recommended Knowledge articles. This feature uses the information from the Salesforce Knowledge base to generate responses that are relevant to the customer's query, improving the efficiency and accuracy of customer support interactions.

Option B is correct because Einstein Service Replies is responsible for generating AI-driven responses based on knowledge articles.

Option A (Einstein Reply Recommendations) is focused on recommending replies but does not generate them.

Option C (Einstein Grounding) refers to grounding responses in data but is not directly related to drafting replies.


Einstein Service Replies Overview: https://help.salesforce.com/s/articleView?id=sf.einstein_service_replies.htm

Question No. 2

Universal Containers (UC) has a legacy system that needs to integrate with Salesforce. UC wishes to create a digest of account action plans using the generative API feature.

Which API service should UC use to meet this requirement?

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Correct Answer: A

To create a digest of account action plans using the generative API feature, Universal Containers should use the REST API. The REST API is ideal for integrating Salesforce with external systems and enabling interaction with Salesforce data, including generative capabilities like creating summaries or digests. It supports modern web standards and is suitable for flexible, lightweight interactions between Salesforce and legacy systems.

Metadata API is used for retrieving and deploying metadata, not for data operations like generating summaries.

SOAP API is an older API used for integration but is less flexible compared to REST for this specific use case.

For more details, refer to Salesforce REST API documentation regarding using REST for data integration and generating content.


Question No. 3

Universal Containers wants to be able to detect with a high level confidence if content generated by a large language model (LLM) contains toxic language.

Which action should an Al Specialist take in the Trust Layer to confirm toxicity is being appropriately managed?

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Correct Answer: C

To ensure that content generated by a large language model (LLM) is appropriately screened for toxic language, the AI Specialist should create a Trust Layer audit report within Data Cloud. By using the toxicity detector type filter, the report can display toxic responses along with their respective toxicity scores, allowing Universal Containers to monitor and manage any toxic content generated with a high level of confidence.

Option C is correct because it enables visibility into toxic language detection within the Trust Layer and allows for auditing responses for toxicity.

Option A suggests checking a toxicity detection log, but Salesforce provides more comprehensive options via the audit report.

Option B involves creating a flow, which is unnecessary for toxicity detection monitoring.


Salesforce Trust Layer Documentation: https://help.salesforce.com/s/articleView?id=sf.einstein_trust_layer_audit.htm

Question No. 4

An AI Specialist at Universal Containers (UC) Is tasked with creating a new custom prompt template to populate a field with generated output. UC enabled the Einstein Trust Layer to ensure AI Audit data is

captured and monitored for adoption and possible enhancements.

Which prompt template type should the AI Specialist use and which consideration should they review?

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Correct Answer: B

When creating a custom prompt template to populate a field with generated output, the most appropriate template type is Field Generation. This template is specifically designed for generating field-specific outputs using generative AI.

Additionally, the AI Specialist must ensure that Dynamic Fields are enabled. Dynamic Fields allow the system to use real-time data inputs from related records or fields when generating content, ensuring that the AI output is contextually accurate and relevant. This is crucial when populating specific fields with AI-generated content, as it ensures the data source remains dynamic and up-to-date.

The Einstein Trust Layer will track and audit the interactions to ensure the organization can monitor AI adoption and make necessary enhancements based on AI usage patterns.

For further reading, refer to Salesforce's guidelines on Field Generation templates and the Einstein Trust Layer.


Question No. 5

Universal Containers wants support agents to use Agentforce to ask questions about its product tutorials and product guides.

What should the AI Specialist do to meet this requirement?

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Correct Answer: C

Context of the Question Universal Containers (UC) wants its support agents to use Agentforce to ask questions about product tutorials and product guides. Agentforce typically references knowledge sources to provide accurate and contextual responses.

Why Knowledge Articles?

Centralized Repository: Publishing product tutorials and guides as Knowledge articles in Salesforce ensures that the information is readily available and searchable by Agentforce.

AI Integration: Salesforce's AI solutions, including Agentforce, can often be configured to pull content directly from Salesforce Knowledge articles, giving users on-demand answers without manual data duplication.

Maintenance & Updates: Storing content in Salesforce Knowledge simplifies content updates, versioning, and user permissions.

Why Not the Other Options?

Option A (Create a Prompt Template): Creating a prompt template alone does not solve how the underlying content (tutorials, guides) is stored or accessed by Agentforce. Prompt templates shape the queries/responses but do not provide the knowledge base.

Option B (Add an Answer Questions Custom Field): A single field on the product object is insufficient for the depth of information found in tutorials and guides. It also lacks the robust search and user-friendly interface that Knowledge articles provide.

Conclusion To ensure Agentforce can effectively retrieve and deliver accurate information about products, publishing product tutorials and guides as Knowledge articles is the recommended approach.

Salesforce AI Specialist Reference & Documents

Salesforce Documentation: Set Up Salesforce Knowledge Discusses how to publish articles for easy access by AI-driven assistants and support teams.

Salesforce AI Specialist Study Guide Explains best practices for feeding knowledge sources to generative AI and Agentforce.