Author: MD SIN

Traditional project management fails in AI development due to high uncertainty, leading to wasted resources. Based on my 17 years in tech and research, I’ll show how Lean Startup principles can transform AI projects through rapid experimentation and validated learning, helping you deliver real business value faster.

Choosing a project management methodology when doing AI projects is like choosing a dog breed—there’s no perfect one, but you need to pick one that fits your needs. From the Waterfall’s rigidity to the chaotic YOLO runs, each approach has its quirks. Understanding these trade-offs is key to turning challenges into success.

This article presents a battle-tested framework that helps you identify winning AI projects before investing significant resources. By following these five criteria, you’ll be able to focus on technical execution with confidence, knowing you’re building something valuable.