📋 2026 Edition · Updated November 2026

Salesforce Certified AI Associate Study Guide 2026

Q: How long does it take to prepare for the Salesforce Certified AI Associate exam?

Most candidates with relevant background take 4-8 weeks studying 1-2 hours daily. Beginners may need longer depending on their current knowledge and experience.

Q: What is included in the Salesforce Certified AI Associate study guide?

The study guide covers the exam syllabus, domain-wise topics, study roadmap, preparation strategy, exam tips and links to practice, mock exams, readiness testing and other preparation resources.

Q: Is this Salesforce Certified AI Associate study guide enough to pass the exam?

The study guide is designed to organize your preparation around the exam syllabus and domains. Candidates should also use practice questions and timed simulations to test their ability to apply what they have learned.

Q: Can beginners use this Salesforce Certified AI Associate study guide?

Yes. The guide can be used to understand the exam domains, identify the topics to study and follow a structured preparation roadmap.

Q: How many practice questions should I do?

There is no universal number that guarantees readiness. Focus on understanding why answers are correct or incorrect and use timed practice to identify gaps in your preparation.

Q: How can I identify my weak areas?

Use the Edureify readiness diagnostic to assess your preparation and identify weaker exam domains before deciding where to spend additional study time.

Complete exam coverage for the Salesforce Certified AI Associate: syllabus, domains, key topics, study plan and practical exam preparation strategy.

Questions

70 min

Duration

Passing score

Domains

Start Practice Test & Get My Study Plan Take Readiness Diagnostic

Your readiness score - take the free diagnostic to unlock your personalised analysis

Overall readiness (locked)

AI Fundamentals

AI Capabilities in CRM

Ethical Considerations of AI

Data for AI

Run 10-Minute Free Diagnostic →

Exam at a Glance

Salesforce Certified AI Associate Exam Overview

Key facts about the Salesforce Certified AI Associate exam structure, format and scoring.

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salesforce-ai-associate

Exam code

📝

40 questions

Total questions

⏱

70 minutes

Duration

🎯

Passing score

📋

4 domains

Exam domains

🏆

Certification

Credential type

ℹ️

Scoring method: Results were pass/fail against a 65% passing score on the scored questions, reported immediately after the exam with section-level feedback; Salesforce exams may include up to five unscored items. The exam is no longer offered after its February 2, 2026 retirement.. The exam may include unscored pilot questions - treat every question seriously.

Focus Areas

What should you study for the Salesforce Certified AI Associate exam?

Start with the domains that make up the Salesforce Certified AI Associate exam. Use the detailed syllabus below to work through the individual topics.

⚠️

Common mistake: Candidates often memorise terminology but struggle with scenario-based questions. Focus on when to use what, not just what exists.

🔐

AI Fundamentals (17%)

Basic AI principles and the types of AI used within Salesforce.

🏗

AI Capabilities in CRM (8%)

AI features in Salesforce CRM and the business benefits they deliver.

⚡

Ethical Considerations of AI (39%)

Ethical challenges of AI and applying Salesforce's trusted AI principles.

💰

Data for AI (36%)

Why data quality matters for AI and the elements that make up data quality.

Full Syllabus

Salesforce Certified AI Associate Exam Syllabus and Topics

The Salesforce Certified AI Associate exam is divided into 4 domains. Each domain covers specific skills and topics. Expand a domain to see the detailed syllabus.

AI Principles and Applications

What artificial intelligence is

Machine learning basics

Natural language processing

AI applications in Salesforce

Types of AI

Predictive AI

Generative AI and large language models

Rules-based automation vs. AI

Capabilities and limitations of each AI type

~7 questions

17 marks

17% of exam weight

CRM AI Features

Einstein predictive features

Generative AI features in Sales and Service

Prompt-based assistants and copilots

AI in marketing and commerce

Benefits of AI for CRM

Productivity gains

Personalization

Forecasting and lead scoring

Customer service automation

~3 questions

8 marks

8% of exam weight

Ethical Challenges of AI

Human and data bias in machine learning

Lack of transparency and explainability

Privacy and consent

Societal impact of AI

Salesforce Trusted AI Principles

Responsible, accountable and transparent AI

Empowering and inclusive AI

Einstein Trust Layer protections

Applying trusted AI principles to scenarios

Mitigating Risk

Bias detection and mitigation

Human oversight

Data masking and zero data retention

Toxicity detection

~16 questions

39 marks

39% of exam weight

Importance of Data Quality

Garbage in, garbage out

Impact of poor data on predictions

Data preparation for AI

Data governance

Elements of Data Quality

Accuracy

Completeness

Consistency

Timeliness and relevance

Duplicate management

~14 questions

36 marks

36% of exam weight

Study Plan

Salesforce Certified AI Associate Structured Study Roadmap

Choose a preparation timeline based on how much time you have available. For a plan based on your actual readiness and weak domains, use the personalised Edureify study experience. Get My Training Plan →

Weeks 1-2

Core Services + Highest-Weighted Domain

Deep-dive into the most heavily tested domain. Spend more time here when its exam weight is significantly higher.

Official exam guideDomain 1 completeCore conceptsPractice questions

Week 3

Domain 2 - Hands-on Practice

Focus on scenario-based study and reinforce concepts through practical application where applicable.

Domain 2Scenario walkthroughsHands-on practicePractice questions

Week 4

Domain 3 - Deeper Concepts

Work through complex concepts and decision scenarios.

Domain 3Scenario drillsPractice examReview

Week 5

Remaining Domains + Weak Area Targeting

Identify your weaker domains and spend focused time closing those gaps.

Remaining domainsDiagnosticTargeted reviewStudy notes

Week 6

Full Simulations + Final Preparation

Use timed simulations to test your preparation and review the reasoning behind incorrect answers.

Full mock examsWrong-answer reviewFinal reviewExam logistics

Exam Strategy

Tips to pass Salesforce Certified AI Associate on your first attempt

Practical advice for applying what you know, managing questions and preparing for exam conditions.

🗓

This certification retired on February 2, 2026 and cannot be booked; the closest proctored successor is the Salesforce Certified Agentforce Specialist, and Salesforce points learners to Agentblazer Status on Trailhead.

🔍

If you are studying the content for a successor exam, note that Ethical Considerations of AI (39%) and Data for AI (36%) made up three-quarters of the final outline.

⏭

Know Salesforce's trusted AI principles and Einstein Trust Layer features well; they also appear in the Agentforce Specialist Prompt Engineering section.

📊

Expect data-quality concepts (accuracy, completeness, consistency, duplicates) to carry into Data 360 and Agentforce grounding topics.

🔁

Existing holders keep the credential on their Trailblazer profile marked Retired; plan a move to an active Agentforce credential.

Recommended Resources

Salesforce Certified AI Associate Study Resources

Use a focused set of resources alongside the study guide rather than trying to study from everything available.

Official

Official Exam Guide

Start with the authoritative exam objectives and blueprint.

→ Vendor website

Practice Tests

Salesforce Certified AI Associate Practice Test

Practice questions with explanations and domain-level performance analysis.

→ Start free practice test

Mock Exam

Salesforce Certified AI Associate Mock Exam

Timed preparation under realistic exam-style conditions.

→ Take free mock exam

Training

Salesforce Certified AI Associate Certification Training

Structured preparation with personalised learning support and adaptive practice.

→ Salesforce Certified AI Associate certification online training

AI Tutor

Salesforce Certified AI Associate AI Tutor

Get help understanding concepts and work on weak areas with AI-powered learning support.

→ Try Salesforce Certified AI Associate AI tutor

Reference

Salesforce Certified AI Associate Cheat Sheet

Quick-reference summaries for final revision.

→ Get free cheat sheet

Diagnostic

Salesforce Certified AI Associate Readiness Test

Assess your preparation and identify weaker exam domains.

→ Check my readiness

⚠️

Avoid brain dumps. Sites selling real or stolen exam questions may violate certification-provider rules and can leave candidates studying outdated material.

Reviews

What candidates say after passing

FAQ

Frequently asked questions about Salesforce Certified AI Associate

How long does it take to prepare for the Salesforce Certified AI Associate exam?

Most candidates with relevant background can structure their preparation over several weeks, depending on their existing knowledge, available study time and exam difficulty. Use the study roadmap above as a starting point and use the readiness diagnostic to identify where you need more preparation.

What is included in the Salesforce Certified AI Associate study guide?

The guide covers the exam overview, domains, detailed syllabus and topics, study roadmap, exam preparation tips and links to practice, mock, readiness, cheat-sheet, AI Tutor and training resources.

Is this Salesforce Certified AI Associate study guide enough to pass the exam?

The guide is designed to organize your preparation around the exam syllabus. You should combine it with practice questions and timed simulations so that you can test both your knowledge and your ability to apply it.

Can beginners use this Salesforce Certified AI Associate study guide?

Yes. Start with the exam overview and domain breakdown, then work through the detailed topics using the study roadmap. Candidates with less experience may need additional time for foundational concepts.

How can I identify my weak areas?

Take the Edureify readiness diagnostic to assess your preparation and identify the domains where you need to focus more.

How does AI improve my preparation?

Edureify AI can help explain concepts, identify weaker areas from practice performance and support a more personalised preparation process.

Ready to prepare for Salesforce Certified AI Associate?

Find your weak areas and build a more focused preparation plan.

Start My Free Diagnostic →

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Salesforce Certified AI Associate Study Guide 2026

Salesforce Certified AI Associate Exam Overview

What should you study for the Salesforce Certified AI Associate exam?

Salesforce Certified AI Associate Exam Syllabus and Topics

Know if you'll pass Salesforce Certified AI Associate before exam day

Salesforce Certified AI Associate Structured Study Roadmap

Tips to pass Salesforce Certified AI Associate on your first attempt

Salesforce Certified AI Associate Study Resources

What candidates say after passing

Frequently asked questions about Salesforce Certified AI Associate

Ready to prepare for Salesforce Certified AI Associate?

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