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Salesforce Salesforce-AI-Specialist Exam Overview:
| Certification Vendor: | Salesforce |
|---|---|
| Exam Name: | Salesforce Certified AI Specialist Exam |
| Exam Number: | Salesforce-AI-Specialist |
| Exam Format: | Multiple choice, Scenario-based questions |
| Exam Price: | $75 USD |
| Certificate Validity Period: | Typically 1 year (Salesforce certifications require maintenance via Trailhead upkeep; exact renewal policy may vary) |
| Exam Duration: | 70-90 |
| Available Languages: | English |
| Related Certifications: | Salesforce Certified Administrator Salesforce Certified AI Associate |
| Recommended Training: | Trailhead AI Learning Paths |
| Exam Registration: | Salesforce Certification Registration |
| Sample Questions: |  |
| Exam Way: | Online proctored or authorized testing center |
| Pre Condition: | No strict prerequisites required. Recommended: Salesforce Certified AI Associate or equivalent foundational AI knowledge. |
Salesforce Salesforce-AI-Specialist Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Trust, Security, and Ethical AI | - Einstein Trust Layer concepts - Responsible AI practices |
| Topic 2: Salesforce AI Capabilities | - Agentforce and AI-assisted workflows - Einstein AI features and use cases |
| Topic 3: Data and Prompt Engineering | - Data quality and governance for AI outputs - Prompt design principles |
| Topic 4: AI Fundamentals in Salesforce | - Generative AI basics - Core AI concepts and terminology |
Salesforce-AI-Specialist Exam FAQs: Direct Answers Only
Registration for the Salesforce Certified AI Specialist goes through these official channels:
One scheduling detail: the Salesforce-AI-Specialist exam is delivered Online proctored or authorized testing center — plan accordingly when you book.
The Salesforce-AI-Specialist exam — officially the Salesforce Certified AI Specialist Exam — is Salesforce's certification test for professionals working with its technologies, and passing it earns the Salesforce Certified AI Specialist certification at the Specialist level. Because it is vendor-issued and skills-based, employers can compare candidates on it directly — that is what keeps it valuable. It also connects naturally to Salesforce Certified AI Associate, Salesforce Certified Administrator.
Yes — DumpStillValid publishes a free PDF demo of the Salesforce-AI-Specialist practice questions, printable if you prefer paper, so you can evaluate the content and verified answers before paying anything. Once you purchase, 365 days of free updates are included, and if the product expires, the update service renews at a 50% discount from your member zone.
The Salesforce Certified AI Specialist syllabus spans 4 domains, led by Trust, Security, and Ethical AI, Data and Prompt Engineering, and AI Fundamentals in Salesforce. The complete weighted outline is in the syllabus section above — it is the map your preparation should follow.
No strict prerequisites required. Recommended: Salesforce Certified AI Associate or equivalent foundational AI knowledge.
Vendor criteria do change, so before scheduling, verify the latest requirements on the official Salesforce exam page.
Salesforce lists these training resources for the Salesforce Certified AI Specialist:
Formal training teaches the concepts; offline-capable practice makes them available whenever you have a spare ten minutes. Add 157 practice questions from DumpStillValid to either resource and preparation stops depending on free weekends.
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Salesforce Certified AI Specialist Sample Questions:
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?
- A. REST API
- B. SOAP API
- C. Metadata API
Correct Answer: A 🗳️
Explanation: Only visible for DumpStillValid members. You can sign-up / login (it's free).
Which use case is best supported by Salesforce Einstein Copilot's capabilities?
- A. Bring together a conversational interface for interacting with AI for all Salesforce users, such as developers and ecommerce retailers.
- B. Enable data scientists to train predictive AI models with historical CRM data using built-in machine learning capabilities
- C. Enable Salesforce admin users to create and train custom large language models (LLMs) using CRM data.
Correct Answer: A 🗳️
Explanation: Only visible for DumpStillValid members. You can sign-up / login (it's free).
After creating a foundation model in Einstein Studio, which hyperparameter should an AI Specialist use to adjust the balance between consistency and randomness of a response?
- A. Presence Penally
- B. Variability
- C. Temperature
Correct Answer: C 🗳️
Explanation: Only visible for DumpStillValid members. You can sign-up / login (it's free).
An Al Specialist is tasked with configuring a generative model to create personalized sales emails using customer data stored in Salesforce. The AI Specialist has already fine-tuned a large language model (LLM) on the OpenAI platform. Security and data privacy are critical concerns for the client.
How should the AI Specialist integrate the custom LLM into Salesforce?
- A. Add the fine-tuned LLM in Einstein Studio Model Builder.
- B. Enable model endpoint on OpenAl and make callouts to the model to generate emails.
- C. Create an application of the custom LLM and embed it in Sales Cloud via iFrame.
Correct Answer: A 🗳️
Explanation: Only visible for DumpStillValid members. You can sign-up / login (it's free).
An AI Specialist 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. The AI Specialist needs to configure the system to use the most accurate and up-to-date information for email generation.
Which grounding technique should the AI Specialist use?
- A. Automatic grounding using Draft with Einstein feature
- B. Ground with Record Merge Fields
- C. Ground with Apex Merge Fields
Correct Answer: A 🗳️
Explanation: Only visible for DumpStillValid members. You can sign-up / login (it's free).
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