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AI Product Management

AI Product Management

data magics 65 Episodes Oct 7, 2026

AI Product Management is a podcast about applying artificial intelligence to product strategy and development. It explains how modern products are built with LLMs, generative AI, data-driven decision-making, and scalable machine learning systems. Episodes are aimed at aspiring product managers, tech professionals, and experienced product leaders. Listeners learn how to turn AI capabilities into real product value and how to build and scale AI-powered products.

Episodes

Your Industry Knowledge | AI Product Management - Episode 9
Your Industry Knowledge | AI Product Management - Episode 9 Oct 7, 2026 00:06:22 Spotify Episode #9 — Your Industry KnowledgeYour Industry Knowledge | AI Product Management — Episode 9In 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, regulations
Establish a Launch War Room: How AI Product Managers Orchestrate Successful Launches
Establish a Launch War Room: How AI Product Managers Orchestrate Successful Launches Oct 5, 2026 00:08:29 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, and
Measuring Quality in GenAI: Beyond Accuracy
Measuring Quality in GenAI: Beyond Accuracy Sep 29, 2026 00:06:56 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 practi
Jobs to Be Done in AI: Stop Building Features, Start Solving the Job
Jobs to Be Done in AI: Stop Building Features, Start Solving the Job Sep 27, 2026 00:07:22 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 jo
From Zero to AI PM: How to Build an AI Product Management Career
From Zero to AI PM: How to Build an AI Product Management Career Sep 25, 2026 00:06:45 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, tech
Occam’s Razor: The Product Manager’s Toolkit for Better Decisions
Occam’s Razor: The Product Manager’s Toolkit for Better Decisions Sep 21, 2026 00:07:49 Occam’s Razor: The Product Manager’s Toolkit for Better DecisionsProduct 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 principle o
Model Drift: Watch out AI's Silent Killer
Model Drift: Watch out AI's Silent Killer Sep 19, 2026 00:06:52 Model Drift: Watch Out — AI’s Silent KillerAI 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 e
Data Flywheels: Building Defensible Moats for AI Products
Data Flywheels: Building Defensible Moats for AI Products Sep 17, 2026 00:05:32 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 mistakes
When AI Does What We Asked, Not What We Meant
When AI Does What We Asked, Not What We Meant Sep 14, 2026 00:04:54 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, mislead
The Blind Spot: Why AI Observability is Critical for Product Managers
The Blind Spot: Why AI Observability is Critical for Product Managers Jun 23, 2026 00:05:03 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
AI Product Chaos? How the AI Sandbox Tames Probabilistic Products!
AI Product Chaos? How the AI Sandbox Tames Probabilistic Products! Jun 22, 2026 00:04:59 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
Empowered Teams: The AI Product Management Playbook Revealed!
Empowered Teams: The AI Product Management Playbook Revealed! Jun 21, 2026 00:06:53 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

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