RAG Retrieval Augmented Generation for Product Managers

RAG (Retrieval Augmented Generation) 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?” ...

📅 February 16, 2026 · ⏱️ 8 min · 👨‍💻 Karthick Sivaraj