RAG for Product Managers

Table of Contents Introduction: Why RAG Matters for AI Products The Problem: LLM Limitations What is RAG? Simple Explanation How RAG Works: A PM’s Perspective When to Use RAG in Your Products RAG vs Fine-Tuning: Decision Framework Building RAG Systems: Components Overview Cost and Performance Considerations Real-World RAG Product Examples Getting Started with RAG Products Introduction: Why RAG Matters for AI Products Your CEO just returned from a conference. “We need AI in our product,” she announces. “Everyone’s doing it. Our competitors have chatbots. What are we waiting for?” ...

📚 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. ...