AI Practice Scenarios for Product Management Interviews

Preparing for product management interviews requires practice across multiple question types. We’ve curated a comprehensive collection of AI-powered practice scenarios that cover all the essential PM interview categories.

Our Voice AI agents conduct hyper-realistic interviews with the ability to draw diagrams, write code, and create cards. On top of it, you can practice anytime, anywhere, and get personalized coaching to improve your performance.

Product Design Questions

Product design questions test your ability to create user-centric solutions and think creatively about product opportunities. These scenarios help you practice structured approaches to design challenges.

Google PM Product Design Interview: Experience a Google-style PM interview focusing on product design. This scenario strictly maintains the interviewer role while testing your ability to design innovative products using Google’s design principles and user-centric approach.
Generic Product Design Interview: Practice with a variety of product design questions commonly asked across tech companies. This flexible scenario helps you build a strong foundation in product design thinking and problem-solving frameworks.
Design Movies Feature for Facebook: Work through designing a movie-related feature for Facebook’s ecosystem. This scenario tests your ability to integrate new features into existing platforms while considering user needs and business objectives.
Design a Smart Shoe: Tackle the challenge of designing an IoT product by creating a smart shoe concept. This scenario pushes you to think about hardware-software integration and identify unique value propositions in wearable technology.
Six Flags Mobile App Design: Design a mobile app for Six Flags amusement parks, focusing on improving the visitor experience. This scenario tests your ability to solve real-world problems in the entertainment and hospitality space.
Meditation App Design: Create a meditation app in a competitive wellness market. This comprehensive scenario evaluates your product thinking, customer segmentation, and ability to differentiate in a crowded space.
Fitness App for Big Tech: Design a fitness app leveraging big tech advantages like AI, ecosystem integration, and scale. This scenario challenges you to think beyond traditional fitness apps and create platform-level solutions.

Product Strategy Questions

Strategy questions assess your ability to think at a business level, analyze markets, and make strategic recommendations. These scenarios help you develop executive-level thinking.

Generic Strategy Questions: Practice answering various strategy questions with an experienced PM interviewer. This scenario covers market entry, competitive positioning, and long-term strategic planning across different contexts.
Pricing Strategy: Master pricing strategy questions by working through real-world pricing challenges. Learn to balance customer value, competitive dynamics, and business objectives in your pricing recommendations.
Growth Strategy: Develop growth strategies for products at different lifecycle stages. This scenario tests your ability to identify growth levers and create actionable plans to scale user adoption and engagement.
Go-to-Market Strategy: Practice developing comprehensive go-to-market strategies for new products. Learn to coordinate product, marketing, sales, and operations to ensure successful product launches.
Samsung Gaming Console Strategy: Analyze whether Samsung should enter the gaming console market. This executive-level case tests your market analysis, competitive assessment, and ability to make bold strategic recommendations.
Apple Cloud Infrastructure Strategy: Evaluate Apple’s potential entry into cloud infrastructure. This scenario challenges you to identify unique positioning opportunities and think creatively about platform strategies.
Food Delivery Operations Strategy: Solve operational challenges in food delivery by developing strategies to reduce wait times. This scenario combines strategic thinking with operational understanding and data-driven problem solving.

Analytical Questions

Analytical questions test your quantitative skills, data interpretation abilities, and logical reasoning. These scenarios help you master estimation, metrics, and experimentation.

Metrics Question Coach: Get coached on approaching metrics questions effectively. Learn frameworks for defining success metrics, tracking KPIs, and using data to drive product decisions.
Metrics Definition Practice: Practice defining and analyzing metrics for various product scenarios. This scenario tests your ability to choose the right metrics and understand their implications for product success.
YouTube Metrics Analysis: Analyze YouTube’s key metrics and define success measures for the platform. This scenario focuses on understanding complex marketplace metrics and user engagement patterns.
A/B Testing Fundamentals: Master A/B testing concepts and practice designing experiments. Learn to identify test hypotheses, avoid biases, and interpret results correctly.
Google Mobile A/B Tests: Design A/B tests for Google’s mobile homepage to increase search traffic. This scenario combines experimental design with understanding of user behavior and search dynamics.
General Estimation Questions: Practice market sizing and estimation questions with structured approaches. Learn to break down complex problems and make reasonable assumptions.
Estimate Self-Driving Cars in US: Estimate the market for self-driving cars in the United States. This scenario helps you practice emerging technology market sizing with multiple approaches.
Estimate Airbnb Revenue: Calculate Airbnb’s annual revenue using bottom-up estimation. This scenario tests your understanding of marketplace economics and ability to work with usage-based models.
Estimate Shampoo Market: Estimate annual shampoo bottle sales in the US. This consumer goods estimation helps you practice segmentation-based approaches and demographic analysis.
Estimate Google Play Revenue: Calculate Google Play Store’s global revenue using ARPU models. This scenario tests your understanding of digital platforms and app ecosystem economics.

Execution Questions

Execution questions evaluate your ability to handle day-to-day PM challenges, diagnose problems, and make tactical decisions. These scenarios test your operational excellence.

Root Cause Analysis: Practice diagnosing metric drops and identifying root causes. Learn systematic approaches to problem-solving when key business metrics decline unexpectedly.
Decision-Making Under Pressure: Navigate complex product decisions with competing priorities. This scenario tests your judgment and ability to make trade-offs under ambiguous conditions.
Execution Challenges Set 1: Work through various execution-focused scenarios that PMs face daily. Practice prioritization, stakeholder management, and tactical problem-solving.

Technical Questions

Technical questions assess your ability to work effectively with engineering teams and understand technical constraints. These scenarios help you build technical credibility.

PM Technical Interview Coach: Get comprehensive coaching on technical concepts PMs need to know. Learn about system design, APIs, databases, and how to communicate effectively with engineers.

Additional Technical Practice

For deeper technical preparation, we recommend these comprehensive collections:

System Design Collection: A collection of 16 AI practice scenarios covering system design interviews. Master the fundamentals of designing scalable systems, from URL shorteners to distributed databases.
Web Technologies Collection: 10 scenarios explaining how web technologies work. Build foundational knowledge about HTTP, DNS, CDNs, and other critical web infrastructure that PMs should understand.

Behavioral Questions

Behavioral questions evaluate your past experiences, leadership style, and cultural fit. These scenarios help you craft compelling stories using the STAR method.

Amazon Leadership Principles: Practice Amazon’s behavioral interview focusing on their leadership principles. Learn to demonstrate customer obsession, ownership, and other key Amazon values through your experiences.
General Behavioral Practice: Master behavioral interview questions common across tech companies. Practice using the STAR method to structure your responses and highlight your impact.

Additional Behavioral Practice

Behavioral Interview Collection: A comprehensive collection of 7 scenarios covering the STAR method and various behavioral question types including “tell me about a time you made a mistake”, “customer obsession”, “invent and simplify”, and more. Perfect for mastering the art of storytelling in interviews.

Special Practice Scenarios

These unique scenarios help you prepare for specific interview situations or develop particular skills.

Google PM Interviewer: Experience a comprehensive Google PM interview with product cases. This scenario replicates Google’s interview style and helps you understand their evaluation criteria.
Favorite Product Analysis: Practice analyzing and improving your favorite products. This common interview question tests your product sense and ability to think critically about existing products.
Favorite Product Coaching: Get coached on answering the favorite product question effectively. Learn to structure your analysis and demonstrate deep product thinking.
Challenging Interviewer Practice: Practice with a deliberately challenging interviewer to build resilience. This scenario helps you maintain composure and think clearly under pressure.
Brainstorming & Creativity Coach: Develop your creative brainstorming skills for product interviews. Learn techniques to generate innovative ideas and think beyond conventional solutions.

How to Use These Scenarios

Start with your weakest areas - Focus on question types where you need the most practice
Practice regularly - Consistency is key to building interview skills
Take notes - Document what you learn from each session
Review feedback - Our AI provides specific insights to help you improve
Practice under pressure - Simulate real interview conditions for best results

Get Started Today

Each scenario typically runs 30-45 minutes, providing deep practice on specific interview skills. You can practice anytime, get instant feedback, and track your improvement over time.

Whether you’re targeting FAANG companies or startups, these scenarios will help you build the confidence and skills needed to excel in your PM interviews.

Video Resources

For additional learning, check out our my YouTube playlist featuring:

Deep dives into different PM interview question types
Mock interviews with detailed feedback
Tips and strategies for each interview category

A bit about me: I’m an ex-Google PM and have spent 8 years of my career in Product Management. Currently, I’m founder and CEO and Tough Tongue AI, and I find this role not much different.

Ready to ace your PM interviews? Start practicing with our AI-powered scenarios today.