We were hired to turn a vibe-coded MVP into a proper autonomous finance ops product. Early users felt something was off, but couldn’t quite say what. One of the first things we found was onboarding: 20+ screens, all technically justified. So we asked what actually needed the user, and what AI could quietly handle in the background. We got it down to 8 screens. Less friction, same outcome, much better start. A few screens from it