AI Product Management: From LLMs to Production

AI Product Management: From LLMs to Production

📚 Table of Contents The AI Product Revolution Is Here What Makes AI Products Different Understanding LLMs: A PM’s Practical Guide RAG Explained: Making LLMs Smarter The AI Product Development Lifecycle Metrics for AI Products: Beyond Traditional KPIs Working with ML Engineers: Communication That Works AI Ethics and Responsible AI for PMs Tools and Platforms for AI Product Development Getting Started in AI Product Management The AI Product Revolution Is Here In 2023, I watched a product team spend six months building an AI feature. They hired expensive ML engineers, trained custom models, and invested heavily in infrastructure. When they launched, users… didn’t care. The feature worked technically but solved a problem nobody had. ...

📅 January 14, 2026 · ⏱️ 7 min · 👨‍💻 Karthick Sivaraj