6 Failure Modes I Test Every AI Startup Idea Against Before Writing Code

Most AI models will validate almost any startup idea. This article proposes a different approach: use AI to argue why the idea will fail. By testing six common failure modes—unit economics, timing, distribution, founder-market fit, market dynamics, and technical feasibility—founders can identify weak assumptions before investing months of time and money.