AI Product Management

Spotify Episode #9 — Your Industry KnowledgeYour Industry Knowledge | AI Product Management — Episode 9 In AI Product Management, knowing the technology isn’t enough. Your industry knowledge can become one of your biggest competitive advantages. In this episode, we explore why great AI Product Managers need to understand the industry they operate in — its customers, workflows, economics, regulatio...

Launching an AI product is rarely just about hitting the “release” button. The real work begins when multiple teams need to move together, decisions need to happen quickly, and unexpected issues start appearing in production. In this episode, we explore how an AI Product Manager can establish and run a Launch War Room —a focused operating mechanism that brings the right people, data, decisions, an...

How do you measure whether a Generative AI product is actually good? Traditional software gives us relatively clear metrics: accuracy, latency, uptime, conversion, and errors. GenAI changes the equation. The output is probabilistic, open-ended, and often subjective — which makes “quality” much harder to define, measure, and improve. In this episode, we explore how product managers can build a prac...

AI products are changing faster than traditional product management playbooks can keep up. In this episode of the AI Product Management Podcast , we explore how the Jobs to Be Done (JTBD) framework can help product managers identify what users actually need—and avoid building AI features simply because the technology makes them possible. The key question isn't “What can AI do?” It's “What...

What does it really take to become an AI Product Manager when you're starting from zero? AI is changing product management faster than most organizations can adapt. But becoming an AI PM isn't simply about learning how to use ChatGPT, understanding machine learning terminology, or adding "AI" to your resume. It requires a different way of thinking about products, users, data, tec...

Occam’s Razor: The Product Manager’s Toolkit for Better Decisions Product management is full of complexity — competing priorities, conflicting data, stakeholder opinions, customer demands, technical constraints, and endless possible solutions. But sometimes, the biggest advantage a product manager can have is the ability to simplify . In this episode of AIPM , we explore Occam’s Razor — the princi...

Model Drift: Watch Out — AI’s Silent Killer AI systems can look like they’re working perfectly while quietly becoming less accurate, less relevant, and less reliable over time. In this episode, we explore Model Drift — one of the most overlooked challenges in production AI. A model that performed brilliantly when it was launched may gradually degrade as customer behavior changes, market conditions...

AI products can be copied- but the data, feedback loops, and learning systems behind them can create a moat that is much harder to replicate. In this episode, we explore data flywheels and how AI product teams can turn user interactions, outcomes, feedback, and proprietary data into continuously improving products. We discuss how the flywheel works, what makes data truly defensible, common mistake...

AI systems are getting better at optimizing goals, but are those goals actually aligned with human values? In this episode, we explore the AI Value Alignment Problem : the gap between what an AI system is instructed to achieve and what humans actually want. An AI can be highly accurate, efficient, and successful at its stated objective while still producing outcomes that are harmful, unfair, misle...

Uncover the critical 'blind spot' in AI product development! This video reveals why AI Observability is non-negotiable for modern Product Managers, especially those navigating the complex world of AI PM. Learn how understanding and implementing AI observability tools can transform your product strategy, ensuring your AI products are not just launched, but perform effectively, ethically, an...

Dive deep into the world of AI Product Management as we unveil the critical role of an AI Sandbox. Learn how product managers are containing the chaos of probabilistic AI products and driving innovation. This cinematic explainer video explores real-world strategies for AI PMs facing uncertainty, helping you master AI product development and accelerate your career growth. Discover the secrets to su...

Discover the ultimate Empowered Team Playbook designed for AI Product Management leaders and aspiring PMs. Learn how to build, nurture, and lead high-performing teams in the rapidly evolving world of AI products. This cinematic explainer dives deep into strategies for fostering autonomy, collaboration, and innovation, essential for driving successful AI initiatives and accelerating your career gro...

Discover the secret to landing your dream Product Manager role! In this cinematic explainer, learn how strategic PM side projects can significantly boost your career growth and get you hired. We'll dive into practical examples, AI product management insights, and real-world case studies to help you build a compelling portfolio. Perfect for aspiring and current PMs looking to stand out in the c...

Are you a Product Manager looking for a massive career change? Discover the secrets to successfully switching industries as a PM in this must-watch video. Learn how to leverage your existing product management skills and secure exciting new opportunities in a brand new sector. Many PMs wonder if their experience is transferable – we break down exactly how to identify your transferable skills, tail...

Discover why traditional monolithic architectures are holding back your AI products and how to master the art of orchestrating intelligent AI agents! This cinematic explainer video from AI Product Management (AIPM) dives deep into the complex world of multi-agent systems, revealing strategies for building robust, scalable, and adaptable AI solutions. Learn practical insights for product managers n...

Discover the critical strategies for effective AI Cost Management in product development. As an AI Product Manager, understanding how to optimize AI expenses is paramount for profitability and sustainable growth. This video dives deep into the complexities of managing costs for AI projects, from infrastructure to model training and deployment. Learn essential techniques that every AI PM needs to m...

Unlock the secrets to becoming an indispensable T-shaped Product Manager in the rapidly evolving world of AI! This video dives deep into what it means to build robust, T-shaped skills specifically tailored for AI Product Management, covering both broad foundational knowledge and specialized expertise. Discover how to strategically develop your core product management capabilities while mastering c...

Unlock your full potential in product management by discovering how to find a great PM mentor! This video from AI Product Management (AIPM) offers invaluable strategies for product managers, AI PMs, and anyone looking to accelerate their tech career through effective mentorship. Learn the secrets to identifying, approaching, and building a meaningful relationship with an industry leader who can gu...

Are you a Product Manager or aspiring AI PM looking to conquer the technical interview? This cinematic explainer video reveals the ultimate strategies and essential knowledge needed to ace the PM technical interview, covering everything from system design to behavioral questions for a successful tech career. We dive deep into common pitfalls, crucial frameworks, and real-world scenarios you'll...

Unlock the critical distinction between Data-Driven and Data-Informed decision-making, essential for every AI Product Manager. In this cinematic explainer, we dive deep into how understanding these approaches can dramatically impact your product strategy, AI product development, and overall career growth in product management. Learn why simply relying on data isn't enough, and how thoughtful inter...

Discover the power of AARRR Pirate Metrics, the essential framework for every product manager and AI PM looking to drive significant product growth and optimize their product strategy. This cinematic explainer video breaks down each stage: Acquisition, Activation, Retention, Referral, and Revenue, showing you how to apply these crucial metrics to your product. Learn actionable insights from real-w...

Mastering Stakeholder Mapping is absolutely critical for any AI Product Manager aiming for success and career growth! In this cinematic explainer, we dive deep into the art and science of identifying, analyzing, and managing key stakeholders in the complex world of AI products. Learn how effective stakeholder management can make or break your projects, prevent miscommunications, and ensure your AI...

Discover the game-changing prioritization secret that sets top product teams apart: The Cost of Delay. In this cinematic explainer, we dive deep into how understanding and calculating the Cost of Delay can revolutionize your product roadmap, accelerate innovation, and significantly boost your career as an AI Product Manager. Learn the practical strategies and real-world case studies to implement t...

Unlock the secrets to transforming product interviews into actionable insights for your AI Product Management career! In this cinematic explainer video, we dive deep into how successful AI PMs leverage every interview to uncover crucial user needs, market trends, and strategic opportunities. Whether you're a budding product manager, an experienced AI PM, or looking to transition into tech, underst...

Discover the crucial dilemma of Scale vs. Speed in Big Tech Product Management. How do top AI PMs navigate this challenge to make their career leap? This video unpacks the real-world implications for product strategy, development, and career growth, offering insights into succeeding as an AI Product Manager. Whether you're aspiring for a Big Tech role or aiming to scale your current product, under...