A Scrum Team wants to use a generative AI tool to assist with Sprint Planning. What is the MOST important consideration before adopting it?
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During Sprint Retrospective, a Developer suggests letting an AI tool summarize all team conversations and automatically identify improvement actions. What is the BEST response from the Scrum Master?
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Chapter 1: Introduction & PSM-AI Exam Overview
1.1 Current PSM-AI Exam Facts & Logistics
Study guide
A Product Owner uses ChatGPT to draft acceptance criteria for a complex backlog item. What is the MOST critical next step?
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Question · Easy
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Which of the following BEST describes 'hallucination' in the context of generative AI tools used by Scrum Teams?
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A Scrum Master wants to use GitHub Copilot to help the Development Team write unit tests faster. Which Scrum value is MOST directly supported when the team critically evaluates Copilot's suggestions rather than accepting them blindly?
Spot the AI hallucination
During Sprint Review, the team demonstrates a feature partially built using AI-generated code. A stakeholder asks how much of the code was written by AI. What is the MOST appropriate team response?
1.2 The Scrum Framework as the Anchor for AI
A Product Owner is using an AI tool to prioritize the Product Backlog. The AI ranks items based on historical sales data that contains demographic bias. What is the MOST significant risk?
Which statement BEST describes the 'human-in-the-loop' principle when Scrum Teams use generative AI?
A Scrum Team uses Claude to generate first-draft Sprint Retrospective action items. After three Sprints, the team notices the AI's suggestions are generic and not specific to their context. What should they do?
Prompt Engineering
What is prompt engineering in the context of generative AI tools used by Scrum Teams?
1.3 Study Strategy & Exam Techniques
A Scrum Team is running Sprint Planning and uses Gemini to estimate story points. The AI consistently under-estimates complex technical tasks. What is the MOST likely cause?
Which of the following is an example of AI augmenting (not replacing) the Product Owner role?
A Development Team uses GitHub Copilot to generate boilerplate code. A security vulnerability is later found in the AI-generated code. Who is accountable?
Which Sprint event benefits MOST from using AI tools to generate a structured agenda and talking points in advance?
Question · Hard
Chapter 2: AI Theory, Primer & Technical Foundations
2.1 AI Taxonomy & Core Technologies
A Scrum Master wants to build team AI literacy. Which activity BEST develops this capability?
What is a 'zero-shot prompt' in the context of generative AI?
During Backlog Refinement, a Product Owner uses AI to generate acceptance criteria for user stories. Which practice BEST ensures the criteria are valuable?
A Scrum Team is concerned that using AI-assisted documentation will reduce knowledge sharing among team members. What is the BEST approach?
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2.2 Large Language Models & How They Work
Which of the following BEST illustrates responsible AI use during a Sprint Retrospective?
A Developer asks an AI tool to explain a complex algorithm and receives a confident but incorrect explanation. This is an example of which AI risk?
Which of the following is the MOST effective way to reduce hallucination risk when using AI for Scrum documentation?
A Product Owner uses AI to generate a Product Goal statement. What is the PO's MOST important responsibility afterward?
2.3 Retrieval-Augmented Generation (RAG) & Grounding
Which Scrum pillar is MOST challenged when a team uses AI tools that are 'black boxes' (meaning their decision logic is not explainable)?
A Scrum Team is considering using AI to generate release notes after each Sprint. What is the PRIMARY benefit of this approach?
During Sprint Planning, a Developer uses AI to decompose a large user story into tasks. The AI produces 15 tasks for a story the team estimates as 3 days of work. What should the team do?
What does 'few-shot prompting' mean in generative AI?
2.4 AI Hallucinations, Limitations & Failure Modes
A Product Owner is evaluating an AI tool that will process customer data to generate backlog insights. What governance question should be asked FIRST?
A Scrum Team uses an AI tool to generate user stories from customer interviews. A team member notices the AI consistently omits stories that would benefit users with disabilities. What type of AI problem is this?
Which of the following BEST describes how AI tools can augment Sprint Retrospectives without replacing the human element?
When using AI to assist with writing Sprint Goals, which characteristic of a good Sprint Goal is HARDEST for AI to replicate without human input?
Chapter 3: Effective AI Prompting & Context Engineering
3.1 Structured Prompting & Six Professional Scrum Master Prompts
A team member shares proprietary source code with ChatGPT to get debugging help. What is the PRIMARY organizational risk?
Which of the following is a sign that a Scrum Team has over-relied on AI tools?
A Product Owner wants to use AI to analyze user feedback and generate backlog items. Which approach BEST supports this?
What is the role of the Scrum Master when introducing AI tools to the team?
3.2 Prompt Design Patterns & Techniques
A team uses AI-generated test cases for a new feature. During Sprint Review, a defect is discovered that was not covered by any test case. What is the MOST important lesson?
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Which statement about using AI tools for Daily Scrum is MOST accurate?
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